Your first neural network

In this project, you'll build your first neural network and use it to predict daily bike rental ridership. We've provided some of the code, but left the implementation of the neural network up to you (for the most part). After you've submitted this project, feel free to explore the data and the model more.

In [1]:
%matplotlib inline
%config InlineBackend.figure_format = 'retina'

import numpy as np
import pandas as pd
import matplotlib.pyplot as plt

Load and prepare the data

A critical step in working with neural networks is preparing the data correctly. Variables on different scales make it difficult for the network to efficiently learn the correct weights. Below, we've written the code to load and prepare the data. You'll learn more about this soon!

In [2]:
data_path = 'Bike-Sharing-Dataset/hour.csv'

rides = pd.read_csv(data_path)
In [3]:
rides.tail()
Out[3]:
instant dteday season yr mnth hr holiday weekday workingday weathersit temp atemp hum windspeed casual registered cnt
17374 17375 2012-12-31 1 1 12 19 0 1 1 2 0.26 0.2576 0.60 0.1642 11 108 119
17375 17376 2012-12-31 1 1 12 20 0 1 1 2 0.26 0.2576 0.60 0.1642 8 81 89
17376 17377 2012-12-31 1 1 12 21 0 1 1 1 0.26 0.2576 0.60 0.1642 7 83 90
17377 17378 2012-12-31 1 1 12 22 0 1 1 1 0.26 0.2727 0.56 0.1343 13 48 61
17378 17379 2012-12-31 1 1 12 23 0 1 1 1 0.26 0.2727 0.65 0.1343 12 37 49
In [4]:
rides.head()
Out[4]:
instant dteday season yr mnth hr holiday weekday workingday weathersit temp atemp hum windspeed casual registered cnt
0 1 2011-01-01 1 0 1 0 0 6 0 1 0.24 0.2879 0.81 0.0 3 13 16
1 2 2011-01-01 1 0 1 1 0 6 0 1 0.22 0.2727 0.80 0.0 8 32 40
2 3 2011-01-01 1 0 1 2 0 6 0 1 0.22 0.2727 0.80 0.0 5 27 32
3 4 2011-01-01 1 0 1 3 0 6 0 1 0.24 0.2879 0.75 0.0 3 10 13
4 5 2011-01-01 1 0 1 4 0 6 0 1 0.24 0.2879 0.75 0.0 0 1 1

Checking out the data

This dataset has the number of riders for each hour of each day from January 1 2011 to December 31 2012. The number of riders is split between casual and registered, summed up in the cnt column. You can see the first few rows of the data above.

Below is a plot showing the number of bike riders over the first 10 days or so in the data set. (Some days don't have exactly 24 entries in the data set, so it's not exactly 10 days.) You can see the hourly rentals here. This data is pretty complicated! The weekends have lower over all ridership and there are spikes when people are biking to and from work during the week. Looking at the data above, we also have information about temperature, humidity, and windspeed, all of these likely affecting the number of riders. You'll be trying to capture all this with your model.

In [5]:
rides[:24*10].plot(x='dteday', y='cnt')
Out[5]:
<matplotlib.axes._subplots.AxesSubplot at 0x117894908>

Dummy variables

Here we have some categorical variables like season, weather, month. To include these in our model, we'll need to make binary dummy variables. This is simple to do with Pandas thanks to get_dummies().

In [6]:
dummy_fields = ['season', 'weathersit', 'mnth', 'hr', 'weekday']
for each in dummy_fields:
    dummies = pd.get_dummies(rides[each], prefix=each, drop_first=False)
    rides = pd.concat([rides, dummies], axis=1)

fields_to_drop = ['instant', 'dteday', 'season', 'weathersit', 
                  'weekday', 'atemp', 'mnth', 'workingday', 'hr']
data = rides.drop(fields_to_drop, axis=1)
data.head()
Out[6]:
yr holiday temp hum windspeed casual registered cnt season_1 season_2 ... hr_21 hr_22 hr_23 weekday_0 weekday_1 weekday_2 weekday_3 weekday_4 weekday_5 weekday_6
0 0 0 0.24 0.81 0.0 3 13 16 1 0 ... 0 0 0 0 0 0 0 0 0 1
1 0 0 0.22 0.80 0.0 8 32 40 1 0 ... 0 0 0 0 0 0 0 0 0 1
2 0 0 0.22 0.80 0.0 5 27 32 1 0 ... 0 0 0 0 0 0 0 0 0 1
3 0 0 0.24 0.75 0.0 3 10 13 1 0 ... 0 0 0 0 0 0 0 0 0 1
4 0 0 0.24 0.75 0.0 0 1 1 1 0 ... 0 0 0 0 0 0 0 0 0 1

5 rows × 59 columns

Scaling target variables

To make training the network easier, we'll standardize each of the continuous variables. That is, we'll shift and scale the variables such that they have zero mean and a standard deviation of 1.

The scaling factors are saved so we can go backwards when we use the network for predictions.

In [7]:
quant_features = ['casual', 'registered', 'cnt', 'temp', 'hum', 'windspeed']
# Store scalings in a dictionary so we can convert back later
scaled_features = {}
for each in quant_features:
    mean, std = data[each].mean(), data[each].std()
    scaled_features[each] = [mean, std]
    data.loc[:, each] = (data[each] - mean)/std

Splitting the data into training, testing, and validation sets

We'll save the data for the last approximately 21 days to use as a test set after we've trained the network. We'll use this set to make predictions and compare them with the actual number of riders.

In [8]:
# Save data for approximately the last 21 days 
test_data = data[-21*24:]

# Now remove the test data from the data set 
data = data[:-21*24]

# Separate the data into features and targets
target_fields = ['cnt', 'casual', 'registered']
features, targets = data.drop(target_fields, axis=1), data[target_fields]
test_features, test_targets = test_data.drop(target_fields, axis=1), test_data[target_fields]

We'll split the data into two sets, one for training and one for validating as the network is being trained. Since this is time series data, we'll train on historical data, then try to predict on future data (the validation set).

In [9]:
# Hold out the last 60 days or so of the remaining data as a validation set
train_features, train_targets = features[:-60*24], targets[:-60*24]
val_features, val_targets = features[-60*24:], targets[-60*24:]

Time to build the network

Below you'll build your network. We've built out the structure and the backwards pass. You'll implement the forward pass through the network. You'll also set the hyperparameters: the learning rate, the number of hidden units, and the number of training passes.

The network has two layers, a hidden layer and an output layer. The hidden layer will use the sigmoid function for activations. The output layer has only one node and is used for the regression, the output of the node is the same as the input of the node. That is, the activation function is $f(x)=x$. A function that takes the input signal and generates an output signal, but takes into account the threshold, is called an activation function. We work through each layer of our network calculating the outputs for each neuron. All of the outputs from one layer become inputs to the neurons on the next layer. This process is called forward propagation.

We use the weights to propagate signals forward from the input to the output layers in a neural network. We use the weights to also propagate error backwards from the output back into the network to update our weights. This is called backpropagation.

Hint: You'll need the derivative of the output activation function ($f(x) = x$) for the backpropagation implementation. If you aren't familiar with calculus, this function is equivalent to the equation $y = x$. What is the slope of that equation? That is the derivative of $f(x)$.

Below, you have these tasks:

  1. Implement the sigmoid function to use as the activation function. Set self.activation_function in __init__ to your sigmoid function.
  2. Implement the forward pass in the train method.
  3. Implement the backpropagation algorithm in the train method, including calculating the output error.
  4. Implement the forward pass in the run method.
In [10]:
class NeuralNetwork(object):
    def __init__(self, input_nodes, hidden_nodes, output_nodes, learning_rate):
        # Set number of nodes in input, hidden and output layers.
        self.input_nodes = input_nodes
        self.hidden_nodes = hidden_nodes
        self.output_nodes = output_nodes

        # Initialize weights
        self.weights_input_to_hidden = np.random.normal(0.0, self.input_nodes**-0.5, 
                                       (self.input_nodes, self.hidden_nodes))

        self.weights_hidden_to_output = np.random.normal(0.0, self.hidden_nodes**-0.5, 
                                       (self.hidden_nodes, self.output_nodes))
        self.lr = learning_rate
        
        #### TODO: Set self.activation_function to your implemented sigmoid function ####
        #
        # Note: in Python, you can define a function with a lambda expression,
        # as shown below.
        self.activation_function = lambda x : 1/(1+np.exp(-x))  # Replace 0 with your sigmoid calculation.
        
        ### If the lambda code above is not something you're familiar with,
        # You can uncomment out the following three lines and put your 
        # implementation there instead.
        #
        #def sigmoid(x):
        #    return 0  # Replace 0 with your sigmoid calculation here
        #self.activation_function = sigmoid
                    
    
    def train(self, features, targets):
        ''' Train the network on batch of features and targets. 
        
            Arguments
            ---------
            
            features: 2D array, each row is one data record, each column is a feature
            targets: 1D array of target values
        
        '''
        n_records = features.shape[0]
        delta_weights_i_h = np.zeros(self.weights_input_to_hidden.shape)
        delta_weights_h_o = np.zeros(self.weights_hidden_to_output.shape)
        for X, y in zip(features, targets):
            #### Implement the forward pass here ####
            ### Forward pass ###
            # TODO: Hidden layer - Replace these values with your calculations.
            hidden_inputs = np.dot(X, self.weights_input_to_hidden) # signals into hidden layer
            hidden_outputs = self.activation_function(hidden_inputs) # signals from hidden layer

            # TODO: Output layer - Replace these values with your calculations.
            final_inputs = np.dot(hidden_outputs, self.weights_hidden_to_output) # signals into final output layer
            #final_outputs = self.activation_function(final_inputs) # signals from final output layer
            final_outputs = final_inputs # signals from final output layer f(x)=x


                        


            
            #### Implement the backward pass here ####
            ### Backward pass ###

            # TODO: Output error - Replace this value with your calculations.
            error = y - final_outputs # Output layer error is the difference between desired target and actual output.

            #print("X", X)
            #print("self.weights_input_to_hidden", self.weights_input_to_hidden)
            #print("hidden_inputs", hidden_inputs)
            #print("hidden_outputs", hidden_outputs)
            #print("y", y)
            #print("self.weights_hidden_to_output", self.weights_hidden_to_output)
            #print("final_inputs", final_inputs)
            #print("final_outputs", final_outputs)
            #print("error", error)
            
            # TODO: Calculate the hidden layer's contribution to the error
            # Why: hidden erro should be calculated from output error term
            # hidden_erro should be put under output error term?
            #hidden_error = None
            
            # TODO: Backpropagated error terms - Replace these values with your calculations.
            # output_error_term = error * final_outputs *(1-final_outputs)
            output_error_term = error
            
            #print(y)
            #print(final_outputs)
            #print (error)
            print (output_error_term)
            hidden_error = output_error_term * self.weights_hidden_to_output.T

            hidden_error_term = hidden_error * hidden_outputs * (1-hidden_outputs)
            #print (hidden_error)
            #print (hidden_error_term)
            #print (hidden_inputs)
            #print (hidden_outputs)
            #print (hidden_outputs.T)




            #print (hidden_outputs * (1-hidden_outputs))
            #print("self.weights_hidden_to_output.T", self.weights_hidden_to_output.T)
            #print("self.weights_hidden_to_output", self.weights_hidden_to_output)

            #print("X", X )
            #print("X [:, None]", X [:, None])


            #print("hidden_outputs", hidden_outputs)
            #print("hidden_error", hidden_error)
            #print("hidden_error_term", hidden_error_term)
            #print("output_error_term ", output_error_term)
            
            #print("delta_weights_h_o", delta_weights_h_o)
            #print("delta_weights_i_h ", delta_weights_i_h)
            # Weight step (input to hidden)
            delta_weights_i_h += hidden_error_term * X [:, None]
            # Weight step (hidden to output)
            delta_weights_h_o += output_error_term * hidden_outputs [:, None]
            
            #print("X", X )
            #print("X [:, None]", X [:, None])
            #print("hidden_outputs", hidden_outputs)
            #print("hidden_error_term", hidden_error_term)
            #print("output_error_term ", output_error_term)
            #print("delta_weights_h_o", delta_weights_h_o)
            #print("delta_weights_i_h ", delta_weights_i_h)
            

        # TODO: Update the weights - Replace these values with your calculations.
        self.weights_hidden_to_output += self.lr * delta_weights_h_o / n_records # update hidden-to-output weights with gradient descent step
        self.weights_input_to_hidden += self.lr * delta_weights_i_h / n_records # update input-to-hidden weights with gradient descent step
        #print(self.weights_hidden_to_output)

 
    def run(self, features):
        ''' Run a forward pass through the network with input features 
        
            Arguments
            ---------
            features: 1D array of feature values
        '''
        
        #### Implement the forward pass here ####
        # TODO: Hidden layer - replace these values with the appropriate calculations.
        print("features",features)
        print("self.weights_input_to_hidden",self.weights_input_to_hidden)
        hidden_inputs = np.dot(features,self.weights_input_to_hidden) # signals into hidden layer
        hidden_outputs = self.activation_function(hidden_inputs) # signals from hidden layer
        
        
        # TODO: Output layer - Replace these values with the appropriate calculations.
        final_inputs = np.dot(hidden_outputs, self.weights_hidden_to_output) # signals into final output layer
        final_outputs = 1*final_inputs # signals from final output layer 
        
        print("final_inputs_run",final_inputs)
        print("final_outputs_run", final_outputs)
        return final_outputs
In [11]:
In [11]:
def MSE(y, Y):
    return np.mean((y-Y)**2)

Unit tests

Run these unit tests to check the correctness of your network implementation. This will help you be sure your network was implemented correctly befor you starting trying to train it. These tests must all be successful to pass the project.

In [12]:
import unittest

inputs = np.array([[0.5, -0.2, 0.1]])
targets = np.array([[0.4]])
test_w_i_h = np.array([[0.1, -0.2],
                       [0.4, 0.5],
                       [-0.3, 0.2]])
test_w_h_o = np.array([[0.3],
                       [-0.1]])

class TestMethods(unittest.TestCase):
    
    ##########
    # Unit tests for data loading
    ##########
    
    def test_data_path(self):
        # Test that file path to dataset has been unaltered
        self.assertTrue(data_path.lower() == 'bike-sharing-dataset/hour.csv')
        
    def test_data_loaded(self):
        # Test that data frame loaded
        self.assertTrue(isinstance(rides, pd.DataFrame))
    
    ##########
    # Unit tests for network functionality
    ##########

    def test_activation(self):
        network = NeuralNetwork(3, 2, 1, 0.5)
        # Test that the activation function is a sigmoid
        self.assertTrue(np.all(network.activation_function(0.5) == 1/(1+np.exp(-0.5))))

    def test_train(self):
        # Test that weights are updated correctly on training
        network = NeuralNetwork(3, 2, 1, 0.5)
        network.weights_input_to_hidden = test_w_i_h.copy()
        network.weights_hidden_to_output = test_w_h_o.copy()
        
        network.train(inputs, targets)
        self.assertTrue(np.allclose(network.weights_hidden_to_output, 
                                    np.array([[ 0.37275328], 
                                              [-0.03172939]])))
        self.assertTrue(np.allclose(network.weights_input_to_hidden,
                                    np.array([[ 0.10562014, -0.20185996], 
                                              [0.39775194, 0.50074398], 
                                              [-0.29887597, 0.19962801]])))

    def test_run(self):
        # Test correctness of run method
        network = NeuralNetwork(3, 2, 1, 0.5)
        network.weights_input_to_hidden = test_w_i_h.copy()
        network.weights_hidden_to_output = test_w_h_o.copy()

        # print("network.run(inputs)",network.run(inputs))
        self.assertTrue(np.allclose(network.run(inputs), 0.09998924))

suite = unittest.TestLoader().loadTestsFromModule(TestMethods())
unittest.TextTestRunner().run(suite)

.....
features [[ 0.5 -0.2  0.1]]
self.weights_input_to_hidden [[ 0.1 -0.2]
 [ 0.4  0.5]
 [-0.3  0.2]]
final_inputs_run [[ 0.09998924]]
final_outputs_run [[ 0.09998924]]
[ 0.30001076]

----------------------------------------------------------------------
Ran 5 tests in 0.007s

OK
Out[12]:
<unittest.runner.TextTestResult run=5 errors=0 failures=0>

Training the network

Here you'll set the hyperparameters for the network. The strategy here is to find hyperparameters such that the error on the training set is low, but you're not overfitting to the data. If you train the network too long or have too many hidden nodes, it can become overly specific to the training set and will fail to generalize to the validation set. That is, the loss on the validation set will start increasing as the training set loss drops.

You'll also be using a method know as Stochastic Gradient Descent (SGD) to train the network. The idea is that for each training pass, you grab a random sample of the data instead of using the whole data set. You use many more training passes than with normal gradient descent, but each pass is much faster. This ends up training the network more efficiently. You'll learn more about SGD later.

Choose the number of iterations

This is the number of batches of samples from the training data we'll use to train the network. The more iterations you use, the better the model will fit the data. However, if you use too many iterations, then the model with not generalize well to other data, this is called overfitting. You want to find a number here where the network has a low training loss, and the validation loss is at a minimum. As you start overfitting, you'll see the training loss continue to decrease while the validation loss starts to increase.

Choose the learning rate

This scales the size of weight updates. If this is too big, the weights tend to explode and the network fails to fit the data. A good choice to start at is 0.1. If the network has problems fitting the data, try reducing the learning rate. Note that the lower the learning rate, the smaller the steps are in the weight updates and the longer it takes for the neural network to converge.

Choose the number of hidden nodes

The more hidden nodes you have, the more accurate predictions the model will make. Try a few different numbers and see how it affects the performance. You can look at the losses dictionary for a metric of the network performance. If the number of hidden units is too low, then the model won't have enough space to learn and if it is too high there are too many options for the direction that the learning can take. The trick here is to find the right balance in number of hidden units you choose.

In [13]:
import sys

### Set the hyperparameters here ###
iterations = 500
learning_rate = 0.11
hidden_nodes = 18
output_nodes = 1

N_i = train_features.shape[1]
network = NeuralNetwork(N_i, hidden_nodes, output_nodes, learning_rate)

losses = {'train':[], 'validation':[]}
for ii in range(iterations):
    # Go through a random batch of 128 records from the training data set
    batch = np.random.choice(train_features.index, size=128)
    X, y = train_features.ix[batch].values, train_targets.ix[batch]['cnt']
                             
    network.train(X, y)
    
    # Printing out the training progress
    train_loss = MSE(network.run(train_features).T, train_targets['cnt'].values)
    val_loss = MSE(network.run(val_features).T, val_targets['cnt'].values)
    sys.stdout.write("\rProgress: {:2.1f}".format(100 * ii/float(iterations)) \
                     + "% ... Training loss: " + str(train_loss)[:5] \
                     + " ... Validation loss: " + str(val_loss)[:5])
    sys.stdout.flush()
    
    losses['train'].append(train_loss)
    losses['validation'].append(val_loss)

[-0.71593141]
[ 0.61131997]
[-0.48653933]
[-0.10055587]
[-0.50116509]
[-0.60534067]
[ 0.16359871]
[-0.25271392]
[-0.25867113]
[ 0.45173367]
[ 0.43635104]
[ 0.07971697]
[-0.62750154]
[-0.1016694]
[ 0.03097825]
[ 0.0147602]
[ 0.40525604]
[-0.09317799]
[ 2.65237038]
[-0.45026638]
[-0.36139936]
[-0.68510234]
[-0.22832164]
[-0.40669659]
[-0.24938819]
[ 0.87465263]
[-0.14361501]
[ 1.55001637]
[-0.2159191]
[-0.23837671]
[ 0.70876741]
[ 0.40419327]
[ 0.76728842]
[ 0.7239262]
[-0.07579875]
[-0.35573706]
[ 0.16215484]
[ 1.14896235]
[-0.39670178]
[-0.60318088]
[ 1.86013038]
[-0.63682465]
[ 2.22289018]
[ 0.55228409]
[-0.43189851]
[ 0.46290549]
[-0.62574425]
[-0.35075025]
[-0.55365119]
[-0.05494115]
[ 0.44864436]
[ 1.53708559]
[ 1.14737137]
[-0.67345826]
[-0.43559036]
[-0.63312982]
[ 0.44747277]
[-0.67399337]
[-0.17882471]
[ 3.1466688]
[-0.42763206]
[-0.58430154]
[ 0.67547352]
[ 1.55211187]
[ 3.55272274]
[-0.31371701]
[ 1.07202058]
[ 1.35588052]
[ 0.03628013]
[ 0.54162258]
[-0.54754019]
[ 0.85625645]
[-0.37494577]
[-0.58589043]
[-0.31853842]
[-0.27983691]
[ 0.501651]
[ 0.11042012]
[-0.38650726]
[ 0.44509602]
[-0.68830761]
[-0.23581815]
[-0.65445212]
[ 0.80561201]
[-0.30464176]
[ 0.31482094]
[ 0.00697328]
[-0.42923707]
[ 0.64424459]
[ 1.80827907]
[-0.33045374]
[ 0.70257456]
[-0.40056157]
[ 1.6534199]
[-0.15260683]
[-0.60348564]
[ 0.85870639]
[ 0.67654679]
[ 0.23535006]
[-0.32637219]
[-0.54484398]
[ 0.82041744]
[-0.44669345]
[ 1.98388556]
[-0.58936501]
[-0.54536563]
[ 0.38993921]
[ 0.40983269]
[-0.40032752]
[ 0.46819109]
[-0.44381225]
[-0.11615802]
[ 4.04095649]
[-0.72272615]
[-0.26088537]
[-0.04904483]
[-0.4034695]
[ 0.30719393]
[ 1.83816535]
[-0.16908148]
[ 0.48316586]
[-0.04756509]
[-0.70848067]
[ 1.55688448]
[-0.36841864]
[-0.76900696]
[-0.390278]
[-0.50227289]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[ -2.26700796e-01  -9.33015764e-02  -7.50810309e-02 ...,  -8.07361561e-03
   -9.06924046e-02   4.09954223e-02]
 [  7.13929470e-02  -6.77798765e-02   3.36823393e-02 ...,   3.14044556e-01
    7.52904058e-02   1.29369291e-01]
 [ -2.67637686e-04   1.61145201e-01   1.45105017e-02 ...,   1.06113502e-01
   -2.38925972e-01   1.43761068e-02]
 ..., 
 [ -3.92097394e-02   2.92461994e-01  -8.70964883e-02 ...,  -2.32510194e-02
    1.16004159e-01   1.54528154e-01]
 [ -1.90190734e-01  -3.82278752e-02   5.81744590e-02 ...,   9.68956287e-02
   -5.39360133e-02   1.24421428e-01]
 [ -1.09951596e-01  -4.36698243e-02  -1.94683876e-01 ...,   2.10751133e-01
   -1.58198761e-01   3.37925885e-02]]
final_inputs_run [[-0.31165967]
 [-0.26347157]
 [-0.3008256 ]
 ..., 
 [-0.3905852 ]
 [-0.39030145]
 [-0.3451762 ]]
final_outputs_run [[-0.31165967]
 [-0.26347157]
 [-0.3008256 ]
 ..., 
 [-0.3905852 ]
 [-0.39030145]
 [-0.3451762 ]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
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15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
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15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
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16860          0  
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16865          0  
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16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[ -2.26700796e-01  -9.33015764e-02  -7.50810309e-02 ...,  -8.07361561e-03
   -9.06924046e-02   4.09954223e-02]
 [  7.13929470e-02  -6.77798765e-02   3.36823393e-02 ...,   3.14044556e-01
    7.52904058e-02   1.29369291e-01]
 [ -2.67637686e-04   1.61145201e-01   1.45105017e-02 ...,   1.06113502e-01
   -2.38925972e-01   1.43761068e-02]
 ..., 
 [ -3.92097394e-02   2.92461994e-01  -8.70964883e-02 ...,  -2.32510194e-02
    1.16004159e-01   1.54528154e-01]
 [ -1.90190734e-01  -3.82278752e-02   5.81744590e-02 ...,   9.68956287e-02
   -5.39360133e-02   1.24421428e-01]
 [ -1.09951596e-01  -4.36698243e-02  -1.94683876e-01 ...,   2.10751133e-01
   -1.58198761e-01   3.37925885e-02]]
final_inputs_run [[-0.29004998]
 [-0.33882372]
 [-0.45668095]
 ..., 
 [-0.35471221]
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final_outputs_run [[-0.29004998]
 [-0.33882372]
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 ..., 
 [-0.35471221]
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Progress: 0.0% ... Training loss: 1.012 ... Validation loss: 1.638[-0.44166587]
[ 1.25295649]
[-0.34565253]
[-0.63756507]
[-0.75595395]
[ 3.5006951]
[ 1.69011561]
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[ 2.2013809]
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[ 1.22265419]
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[ 2.36783144]
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[ 3.89162875]
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[ 1.62943099]
[ 4.48443044]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.2251483  -0.09312491 -0.07282846 ..., -0.00924284 -0.09332212
   0.04152448]
 [ 0.07138275 -0.06778063  0.03367048 ...,  0.31405261  0.07530487
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 [ 0.00290766  0.16149668  0.01907112 ...,  0.10376613 -0.24423722
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 ..., 
 [-0.03915116  0.29246824 -0.08703647 ..., -0.02329414  0.11590871
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 [-0.19014137 -0.03822069  0.05825208 ...,  0.09686201 -0.05403727
   0.1244378 ]
 [-0.1094112  -0.04360877 -0.19391518 ...,  0.21035511 -0.159019
   0.03397451]]
final_inputs_run [[-0.25041428]
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 ..., 
 [-0.32187186]
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final_outputs_run [[-0.25041428]
 [-0.20418   ]
 [-0.23621135]
 ..., 
 [-0.32187186]
 [-0.32310204]
 [-0.27229667]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.2251483  -0.09312491 -0.07282846 ..., -0.00924284 -0.09332212
   0.04152448]
 [ 0.07138275 -0.06778063  0.03367048 ...,  0.31405261  0.07530487
   0.12936693]
 [ 0.00290766  0.16149668  0.01907112 ...,  0.10376613 -0.24423722
   0.01544024]
 ..., 
 [-0.03915116  0.29246824 -0.08703647 ..., -0.02329414  0.11590871
   0.15454638]
 [-0.19014137 -0.03822069  0.05825208 ...,  0.09686201 -0.05403727
   0.1244378 ]
 [-0.1094112  -0.04360877 -0.19391518 ...,  0.21035511 -0.159019
   0.03397451]]
final_inputs_run [[-0.20951774]
 [-0.24621859]
 [-0.36376982]
 ..., 
 [-0.27070603]
 [-0.31355811]
 [-0.39654973]]
final_outputs_run [[-0.20951774]
 [-0.24621859]
 [-0.36376982]
 ..., 
 [-0.27070603]
 [-0.31355811]
 [-0.39654973]]
Progress: 0.2% ... Training loss: 0.962 ... Validation loss: 1.537[-0.30978728]
[ 1.14793954]
[ 0.17474762]
[ 1.4236566]
[-0.06893422]
[-0.38714245]
[ 0.85064293]
[-0.5084298]
[-0.51508696]
[ 0.39743193]
[-0.24912737]
[-0.89363292]
[ 1.47945741]
[ 0.56912432]
[-0.34279217]
[-0.51343347]
[-0.62669623]
[-0.5666727]
[-0.21660915]
[-0.19524249]
[-0.64129653]
[-0.37589423]
[-0.0229484]
[-0.7399492]
[-0.62690246]
[-0.61397769]
[ 0.84983175]
[ 1.0501012]
[-0.91289513]
[-0.25963632]
[-0.29538165]
[-0.36001236]
[-0.64099582]
[ 0.59175856]
[-0.13686795]
[-0.25729172]
[-0.04731428]
[ 2.80884197]
[-0.62025723]
[ 0.06749854]
[ 0.7074363]
[ 3.8762769]
[-0.14545394]
[-0.41708575]
[-0.69993765]
[-0.78664456]
[-0.85084076]
[ 0.50428799]
[ 3.82137661]
[-0.2456975]
[-0.07512226]
[-0.6408926]
[ 0.32006574]
[ 1.14162722]
[ 0.51202534]
[ 0.25189614]
[-0.36895818]
[-0.85950984]
[ 0.81490383]
[-0.67774819]
[ 0.18606325]
[ 1.25843228]
[ 0.54985978]
[-0.5219777]
[ 1.73201721]
[ 1.17981988]
[ 0.8108411]
[ 1.90265517]
[ 1.03111464]
[-0.20540632]
[ 0.13308985]
[-0.10699884]
[-0.40822833]
[-0.25408758]
[ 0.02789047]
[-0.66476578]
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[-0.00434565]
[ 2.13182951]
[-0.44867672]
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[ 0.23869553]
[ 1.58630065]
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[ 0.5898001]
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[ 0.60859158]
[ 3.63788274]
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[ 0.55363977]
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[ 0.86933322]
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[-0.82808165]
[-0.02873985]
[-0.70689273]
[ 2.41196176]
[-0.89168906]
[ 1.22139964]
[ 2.19431166]
[-0.79471859]
[-0.90980846]
[-0.63434881]
[-0.68249795]
[ 0.28816176]
[ 0.11802711]
[-0.74926432]
[-0.05690119]
[-0.31607734]
[-0.74591946]
[-0.70328179]
[ 2.53735258]
[-0.79471172]
[ 0.01342235]
[ 0.72385196]
[ 0.08535351]
[ 1.29582013]
[-0.50487946]
[-0.63305945]
[-0.58638577]
[ 4.27156955]
[-0.81369639]
[-0.36885812]
[ 1.3539061]
[-0.48671236]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
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9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
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14             0          0          0          0          0          0   
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24             1          0          0          0          0          0   
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26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
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15411          0          0          1          0          0          0   
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15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
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14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
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15410          0  
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15418          0  
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15423          0  
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[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.22374293 -0.09291082 -0.07085783 ..., -0.01018891 -0.09557367
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 [ 0.07132194 -0.06778879  0.03359185 ...,  0.31409328  0.07539405
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 ..., 
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 [-0.10933847 -0.0435973  -0.19380445 ...,  0.21031929 -0.15913268
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final_inputs_run [[-0.1769444 ]
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final_outputs_run [[-0.1769444 ]
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 ..., 
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
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15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
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15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
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...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
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16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
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16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
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16857         0         1             0    ...          0      0      0   
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16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
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16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
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15441          0          0          0          1          0          0   
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15445          0          0          0          1          0          0   
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15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
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16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
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16873          0          1          0          0          0          0   
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       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
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16869          0  
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[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.22374293 -0.09291082 -0.07085783 ..., -0.01018891 -0.09557367
   0.0420259 ]
 [ 0.07132194 -0.06778879  0.03359185 ...,  0.31409328  0.07539405
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 ..., 
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 [-0.10933847 -0.0435973  -0.19380445 ...,  0.21031929 -0.15913268
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final_inputs_run [[-0.12420266]
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 ..., 
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final_outputs_run [[-0.12420266]
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 ..., 
 [-0.18734168]
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Progress: 0.4% ... Training loss: 0.929 ... Validation loss: 1.449[-0.27879232]
[ 2.84690197]
[-0.47710078]
[ 0.40434262]
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[ 1.8441123]
[-0.647304]
[ 0.7229883]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.22241938 -0.09265536 -0.06892997 ..., -0.01102484 -0.09765747
   0.04254799]
 [ 0.07137788 -0.06777824  0.03366885 ...,  0.31406067  0.07530626
   0.12936836]
 [ 0.00865193  0.16243731  0.02710786 ...,  0.10014671 -0.25310025
   0.01755453]
 ..., 
 [-0.03839298  0.29259105 -0.0859742  ..., -0.02376493  0.11471675
   0.15481375]
 [-0.19049997 -0.03827846  0.05774023 ...,  0.09708505 -0.05347859
   0.12431046]
 [-0.10892812 -0.04351874 -0.193256   ...,  0.21006588 -0.15971792
   0.03416069]]
final_inputs_run [[-0.13203555]
 [-0.08908422]
 [-0.11207207]
 ..., 
 [-0.19695023]
 [-0.19994682]
 [-0.14071585]]
final_outputs_run [[-0.13203555]
 [-0.08908422]
 [-0.11207207]
 ..., 
 [-0.19695023]
 [-0.19994682]
 [-0.14071585]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
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16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.22241938 -0.09265536 -0.06892997 ..., -0.01102484 -0.09765747
   0.04254799]
 [ 0.07137788 -0.06777824  0.03366885 ...,  0.31406067  0.07530626
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 [ 0.00865193  0.16243731  0.02710786 ...,  0.10014671 -0.25310025
   0.01755453]
 ..., 
 [-0.03839298  0.29259105 -0.0859742  ..., -0.02376493  0.11471675
   0.15481375]
 [-0.19049997 -0.03827846  0.05774023 ...,  0.09708505 -0.05347859
   0.12431046]
 [-0.10892812 -0.04351874 -0.193256   ...,  0.21006588 -0.15971792
   0.03416069]]
final_inputs_run [[-0.06746466]
 [-0.09443084]
 [-0.21342148]
 ..., 
 [-0.13009777]
 [-0.18386159]
 [-0.27307405]]
final_outputs_run [[-0.06746466]
 [-0.09443084]
 [-0.21342148]
 ..., 
 [-0.13009777]
 [-0.18386159]
 [-0.27307405]]
Progress: 0.6% ... Training loss: 0.913 ... Validation loss: 1.399[ 0.622992]
[ 0.17575463]
[ 0.33512401]
[ 1.80905341]
[ 0.60306642]
[ 0.43972418]
[-0.84253043]
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[ 1.84426761]
[ 0.11723044]
[-0.58819432]
[ 0.0338927]
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[ 0.44802698]
[ 0.64915589]
[ 2.41002975]
[ 0.76192171]
[ 0.23429335]
[-0.49247449]
[ 0.54396492]
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[-0.51428449]
[ 0.09131707]
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[ 0.04869023]
[-0.47026858]
[-0.05095609]
[-0.73491416]
[ 0.86917275]
[ 2.21785703]
[-0.56397361]
[ 1.45946472]
[-0.76773892]
[-0.54683547]
[ 1.91793712]
[-0.85843181]
[-0.74388963]
[ 0.85736572]
[ 2.65216378]
[ 2.38795265]
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[-0.68111562]
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[ 2.97057221]
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[-0.43275851]
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[ 0.86402271]
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[ 1.52994719]
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[-0.89391585]
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[ 0.47396519]
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[ 1.48797965]
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[ 3.45048729]
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[ 0.22543409]
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[ 0.06945024]
[ 1.09635816]
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[-0.84880876]
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[-0.91650197]
[ 0.09097695]
[-0.56188766]
[ 0.25593928]
[ 0.36427756]
[-0.74681257]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.22074406 -0.092296   -0.0665428  ..., -0.0119757  -0.10016157
   0.04322451]
 [ 0.07136221 -0.06778175  0.03363683 ...,  0.31407041  0.07533193
   0.12936113]
 [ 0.01245252  0.16323462  0.03247533 ...,  0.09796201 -0.25879355
   0.01908732]
 ..., 
 [-0.03806408  0.29265515 -0.08552541 ..., -0.02394922  0.11422538
   0.15493883]
 [-0.19033144 -0.03823971  0.05801207 ...,  0.09697758 -0.05375249
   0.12437931]
 [-0.10868491 -0.04346971 -0.19294124 ...,  0.20994493 -0.16004758
   0.03425363]]
final_inputs_run [[-0.07906123]
 [-0.03781964]
 [-0.05692963]
 ..., 
 [-0.138168  ]
 [-0.14177539]
 [-0.07852144]]
final_outputs_run [[-0.07906123]
 [-0.03781964]
 [-0.05692963]
 ..., 
 [-0.138168  ]
 [-0.14177539]
 [-0.07852144]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.22074406 -0.092296   -0.0665428  ..., -0.0119757  -0.10016157
   0.04322451]
 [ 0.07136221 -0.06778175  0.03363683 ...,  0.31407041  0.07533193
   0.12936113]
 [ 0.01245252  0.16323462  0.03247533 ...,  0.09796201 -0.25879355
   0.01908732]
 ..., 
 [-0.03806408  0.29265515 -0.08552541 ..., -0.02394922  0.11422538
   0.15493883]
 [-0.19033144 -0.03823971  0.05801207 ...,  0.09697758 -0.05375249
   0.12437931]
 [-0.10868491 -0.04346971 -0.19294124 ...,  0.20994493 -0.16004758
   0.03425363]]
final_inputs_run [[-0.00041736]
 [-0.0239584 ]
 [-0.14426828]
 ..., 
 [-0.06320218]
 [-0.12187641]
 [-0.21401595]]
final_outputs_run [[-0.00041736]
 [-0.0239584 ]
 [-0.14426828]
 ..., 
 [-0.06320218]
 [-0.12187641]
 [-0.21401595]]
Progress: 0.8% ... Training loss: 0.905 ... Validation loss: 1.349[ 1.20251618]
[-0.14528282]
[ 3.14683166]
[ 0.6717311]
[-0.92743715]
[-0.83834644]
[-0.59074571]
[-0.82253192]
[ 0.7311149]
[-0.06139441]
[-0.66959381]
[ 1.03492426]
[ 0.50412818]
[-1.04781587]
[-0.7175227]
[-1.08142464]
[ 0.9023931]
[-0.08884822]
[ 1.0172568]
[-0.56155142]
[ 1.69998663]
[ 0.26513424]
[ 0.42789665]
[-0.33124099]
[ 1.250433]
[-0.85789789]
[ 0.61184712]
[-0.96276012]
[ 0.75672722]
[ 0.18192848]
[-0.01118909]
[-0.93193946]
[ 1.5686648]
[-0.10955313]
[-0.01622174]
[-0.96600398]
[ 0.45816097]
[ 0.27441262]
[-0.80565345]
[ 0.68724294]
[ 1.82015139]
[-0.34209]
[-0.42867012]
[ 2.77621021]
[-0.70061967]
[-0.36287575]
[-0.49858724]
[ 1.05805562]
[-0.83525599]
[-0.87931072]
[-0.5533596]
[-0.62276263]
[ 0.3586078]
[ 1.49964633]
[-0.35885139]
[ 1.0172568]
[-0.27357769]
[-0.674426]
[ 0.48647756]
[-0.72321643]
[-0.63489202]
[ 0.00485931]
[-1.08730034]
[-0.97605208]
[ 0.1027314]
[-0.38437302]
[-0.58291627]
[ 2.211025]
[ 2.10131186]
[-0.52077199]
[-0.85236351]
[-0.31490327]
[-0.10317426]
[-0.00103845]
[-0.00080853]
[-0.04969769]
[ 0.02511242]
[ 0.17035726]
[-0.90698297]
[ 1.39672222]
[-0.87681824]
[-0.09574338]
[-0.22315633]
[-0.09739961]
[-0.30235611]
[-1.01088906]
[ 1.42210972]
[ 0.34266722]
[ 0.16968762]
[-0.50016143]
[ 0.16990518]
[-0.75856374]
[-1.19070477]
[ 0.62901557]
[ 0.65878296]
[-0.09519562]
[ 0.88800002]
[-0.07461583]
[-0.38692965]
[ 0.28566864]
[-0.07027908]
[ 0.85789636]
[-1.0416583]
[-0.83943197]
[-0.90954856]
[-0.41178656]
[ 1.80591996]
[-0.97886123]
[-0.10439621]
[ 0.47976389]
[ 0.04278546]
[-0.17775182]
[ 1.90154501]
[ 0.02538791]
[-0.83949857]
[-1.04241042]
[-0.84080413]
[-1.07426629]
[-0.54238366]
[ 0.46621642]
[-0.50469925]
[ 0.66212184]
[-0.6858633]
[-0.93496344]
[-0.60035025]
[ 2.29464614]
[ 0.89557643]
[ 1.35929636]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.2194108  -0.09197744 -0.06473059 ..., -0.0126746  -0.10204661
   0.04377554]
 [ 0.07148636 -0.06775188  0.03381234 ...,  0.31401094  0.07516129
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 [ 0.01500209  0.16383841  0.03586068 ...,  0.09664788 -0.26232362
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 ..., 
 [-0.03815793  0.29263374 -0.08564258 ..., -0.02389966  0.11435187
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 [-0.19014833 -0.03819352  0.05823125 ...,  0.09688284 -0.0540063
   0.12445266]
 [-0.10815769 -0.04334439 -0.19227556 ...,  0.20967978 -0.16077407
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final_inputs_run [[-0.0778663 ]
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 ..., 
 [-0.13307154]
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final_outputs_run [[-0.0778663 ]
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 ..., 
 [-0.13307154]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
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16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
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15448          0  
15449          0  
15450          0  
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15452          0  
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15460          0  
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15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
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16853          0  
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16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.2194108  -0.09197744 -0.06473059 ..., -0.0126746  -0.10204661
   0.04377554]
 [ 0.07148636 -0.06775188  0.03381234 ...,  0.31401094  0.07516129
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 [ 0.01500209  0.16383841  0.03586068 ...,  0.09664788 -0.26232362
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 ..., 
 [-0.03815793  0.29263374 -0.08564258 ..., -0.02389966  0.11435187
   0.15489824]
 [-0.19014833 -0.03819352  0.05823125 ...,  0.09688284 -0.0540063
   0.12445266]
 [-0.10815769 -0.04334439 -0.19227556 ...,  0.20967978 -0.16077407
   0.03447054]]
final_inputs_run [[ 0.01044914]
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 ..., 
 [-0.0490922 ]
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final_outputs_run [[ 0.01044914]
 [-0.00596651]
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 ..., 
 [-0.0490922 ]
 [-0.11234535]
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Progress: 1.0% ... Training loss: 0.899 ... Validation loss: 1.336[-0.90623208]
[-0.06518667]
[-0.15597473]
[-1.11234388]
[ 0.53066929]
[ 1.25718009]
[ 0.40962737]
[ 0.22362769]
[-0.70793356]
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[ 1.01816477]
[ 1.42897828]
[-1.10009184]
[-0.07385352]
[-0.07163159]
[ 1.60118197]
[-1.10379518]
[ 0.90816122]
[-0.9679405]
[-1.04824982]
[-0.40784912]
[ 0.6842855]
[-0.48149866]
[ 0.40478098]
[-0.46996061]
[-0.92048739]
[-0.53888068]
[-0.70205381]
[ 1.32580902]
[ 0.47410627]
[-0.66816368]
[-1.03714426]
[-0.3854628]
[-0.71435146]
[-1.03381834]
[-0.43838271]
[-0.72279971]
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[ 1.21930206]
[-0.39718296]
[ 0.83584364]
[ 0.7601007]
[ 1.23075493]
[-0.74902057]
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[ 0.27094631]
[-0.95934606]
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[-0.05389859]
[-0.45199699]
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[ 1.24458219]
[-0.48608703]
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[ 0.51858]
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[ 0.4483038]
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[ 0.97048948]
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[ 0.28259535]
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[-0.86200325]
[-0.41228975]
[ 2.67831471]
[ 0.2274226]
[-1.13407198]
[-0.91904918]
[-0.71592593]
[ 0.2274226]
[ 1.92573925]
[ 0.63198291]
[ 0.04749217]
[-0.78717348]
[-0.82440045]
[-0.08957625]
[-0.37740308]
[ 0.46421692]
[-0.7307155]
[-0.32436386]
[-0.88243782]
[-0.41233849]
[ 1.02786075]
[-0.12092713]
[ 0.31568599]
[-0.9853783]
[-0.11475196]
[-0.33805941]
[ 0.70462442]
[-0.99849675]
[ 0.1212817]
[-0.99611243]
[-0.40797574]
[ 0.41403097]
[-0.42567277]
[ 1.42595057]
[-0.86945264]
[ 1.19273687]
[-0.86629959]
[-1.01259181]
[-0.60820398]
[-0.64721359]
[-0.31099683]
[ 0.16698882]
[-1.01317002]
[-0.05143678]
[ 2.7576268]
[-0.83679855]
[ 0.5570847]
[-0.04938484]
[-0.76801172]
[-0.83573961]
[-0.35630014]
[-0.5494288]
[ 0.3858918]
[ 0.76069929]
[-0.95427637]
[ 0.27846834]
[-0.05975126]
[-0.90794218]
[ 2.03740822]
[-0.94657712]
[ 1.8829416]
[-0.28678773]
[-0.58214461]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.21902904 -0.09186514 -0.06414171 ..., -0.01289128 -0.10265979
   0.04395027]
 [ 0.07124077 -0.06781514  0.03346121 ...,  0.31413977  0.07550889
   0.12930142]
 [ 0.01705972  0.16434133  0.03862243 ...,  0.09560276 -0.26524032
   0.02101247]
 ..., 
 [-0.0385938   0.29252405 -0.0862463  ..., -0.02368044  0.11496067
   0.15471884]
 [-0.19015188 -0.03819176  0.05824713 ...,  0.096875   -0.0540191
   0.12445492]
 [-0.10829773 -0.0433759  -0.19247792 ...,  0.20975104 -0.160585
   0.03441466]]
final_inputs_run [[-0.13807426]
 [-0.0956384 ]
 [-0.11730001]
 ..., 
 [-0.18838526]
 [-0.19122618]
 [-0.12491429]]
final_outputs_run [[-0.13807426]
 [-0.0956384 ]
 [-0.11730001]
 ..., 
 [-0.18838526]
 [-0.19122618]
 [-0.12491429]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.21902904 -0.09186514 -0.06414171 ..., -0.01289128 -0.10265979
   0.04395027]
 [ 0.07124077 -0.06781514  0.03346121 ...,  0.31413977  0.07550889
   0.12930142]
 [ 0.01705972  0.16434133  0.03862243 ...,  0.09560276 -0.26524032
   0.02101247]
 ..., 
 [-0.0385938   0.29252405 -0.0862463  ..., -0.02368044  0.11496067
   0.15471884]
 [-0.19015188 -0.03819176  0.05824713 ...,  0.096875   -0.0540191
   0.12445492]
 [-0.10829773 -0.0433759  -0.19247792 ...,  0.20975104 -0.160585
   0.03441466]]
final_inputs_run [[-0.04252298]
 [-0.05329902]
 [-0.16894891]
 ..., 
 [-0.10010515]
 [-0.16622192]
 [-0.26329439]]
final_outputs_run [[-0.04252298]
 [-0.05329902]
 [-0.16894891]
 ..., 
 [-0.10010515]
 [-0.16622192]
 [-0.26329439]]
Progress: 1.2% ... Training loss: 0.892 ... Validation loss: 1.365[ 0.10108748]
[ 0.11519221]
[-0.21499321]
[-0.67998008]
[-0.90381884]
[-1.02698946]
[-0.8775869]
[-0.9087257]
[-0.12630347]
[-0.21875545]
[-0.90167391]
[ 0.34084703]
[ 0.07969364]
[-0.91617871]
[ 1.5240872]
[ 0.04203578]
[-0.82138647]
[-0.76650378]
[ 0.06741686]
[ 0.04425887]
[ 1.06178849]
[-0.53788639]
[ 0.2375544]
[ 0.06753227]
[-0.24307917]
[-0.80398727]
[ 0.98059148]
[-0.71699926]
[ 0.34123236]
[-1.03604959]
[ 1.80693354]
[ 0.88630242]
[-1.04609688]
[-0.12932384]
[ 0.59681982]
[-0.63231657]
[ 0.16513965]
[ 1.31654646]
[ 0.0108202]
[ 0.34085869]
[-0.39004354]
[-0.2478997]
[ 1.71026029]
[-0.22354004]
[-0.65243343]
[ 0.42425121]
[ 0.14692396]
[ 0.85811639]
[-0.28882913]
[-0.1886645]
[-0.82561385]
[ 1.33469513]
[-0.33215306]
[-0.16484588]
[-0.99963252]
[ 0.2592992]
[ 0.8400357]
[-0.75726615]
[-0.8836011]
[-0.90200727]
[-0.78807395]
[ 1.58428621]
[-0.94915324]
[-0.34354823]
[-0.75370545]
[ 1.5730715]
[-1.11104786]
[ 1.39743144]
[-0.4711645]
[ 0.30885426]
[-0.40169535]
[ 1.00349092]
[ 0.8047254]
[-0.40367978]
[ 0.74378635]
[ 0.19024637]
[-0.96486451]
[ 0.62588826]
[ 0.19727812]
[-0.98791475]
[-0.07428007]
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[ 0.33320523]
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[-0.2137269]
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[-0.45051576]
[ 0.46225359]
[-0.83366459]
[ 0.07901123]
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[ 0.70319758]
[ 1.46318983]
[ 0.77046631]
[-0.75014903]
[-0.37777611]
[-0.97714747]
[ 1.23279977]
[ 1.03880355]
[-0.04283362]
[ 2.2611788]
[-0.87808458]
[-0.08054837]
[ 0.64942205]
[-0.8631077]
[-0.79357496]
[-0.29767122]
[ 3.30860705]
[ 1.48183988]
[-1.05235091]
[-1.08253607]
[-0.1957212]
[-0.833509]
[-0.74611258]
[ 0.99737033]
[-0.22480665]
[ 0.21581643]
[-0.88632916]
[ 1.29860047]
[-0.99519016]
[ 0.13258321]
[-0.92808716]
[-0.52237966]
[-0.78788415]
[-1.10624611]
[-0.77322434]
[-0.35566282]
[-0.35143447]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.2184835  -0.09172185 -0.06329372 ..., -0.01318897 -0.10348033
   0.04418943]
 [ 0.0711974  -0.06782525  0.03340421 ...,  0.31416195  0.07557113
   0.12928465]
 [ 0.01926234  0.16488208  0.04177237 ...,  0.09440013 -0.26853878
   0.02194359]
 ..., 
 [-0.03866824  0.2925076  -0.08637086 ..., -0.02363753  0.11507074
   0.15468604]
 [-0.19024116 -0.0382125   0.0581393  ...,  0.09692399 -0.05387741
   0.12441903]
 [-0.10832424 -0.04338104 -0.19251173 ...,  0.20977169 -0.16051998
   0.03440135]]
final_inputs_run [[-0.17187424]
 [-0.12941705]
 [-0.15280384]
 ..., 
 [-0.21779435]
 [-0.22047378]
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final_outputs_run [[-0.17187424]
 [-0.12941705]
 [-0.15280384]
 ..., 
 [-0.21779435]
 [-0.22047378]
 [-0.15297779]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.2184835  -0.09172185 -0.06329372 ..., -0.01318897 -0.10348033
   0.04418943]
 [ 0.0711974  -0.06782525  0.03340421 ...,  0.31416195  0.07557113
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 [ 0.01926234  0.16488208  0.04177237 ...,  0.09440013 -0.26853878
   0.02194359]
 ..., 
 [-0.03866824  0.2925076  -0.08637086 ..., -0.02363753  0.11507074
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 [-0.19024116 -0.0382125   0.0581393  ...,  0.09692399 -0.05387741
   0.12441903]
 [-0.10832424 -0.04338104 -0.19251173 ...,  0.20977169 -0.16051998
   0.03440135]]
final_inputs_run [[-0.06899814]
 [-0.07462798]
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 ..., 
 [-0.12177614]
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final_outputs_run [[-0.06899814]
 [-0.07462798]
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 ..., 
 [-0.12177614]
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Progress: 1.4% ... Training loss: 0.888 ... Validation loss: 1.379[-0.23540654]
[-0.70717888]
[-1.05666473]
[-0.04388049]
[-0.64937653]
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[-0.32223066]
[ 1.7553279]
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[ 1.47593619]
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[-0.71987136]
[-0.85977345]
[ 0.83748364]
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[ 1.13952811]
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[ 0.43607388]
[ 1.267824]
[ 1.33027934]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.21715098 -0.09140022 -0.06138771 ..., -0.0139385  -0.10547518
   0.04473977]
 [ 0.07125788 -0.0678111   0.03347365 ...,  0.31413406  0.07548469
   0.12930774]
 [ 0.02233663  0.1656056   0.04612631 ...,  0.09269005 -0.27318618
   0.02320343]
 ..., 
 [-0.03868947  0.29250181 -0.08639131 ..., -0.0236299   0.11509461
   0.15468152]
 [-0.19031073 -0.03822845  0.05804817 ...,  0.09696727 -0.05377341
   0.12439031]
 [-0.10797668 -0.04328906 -0.19200251 ...,  0.20957278 -0.16103206
   0.03455394]]
final_inputs_run [[-0.16421912]
 [-0.12233417]
 [-0.14460454]
 ..., 
 [-0.20683425]
 [-0.20926751]
 [-0.13862847]]
final_outputs_run [[-0.16421912]
 [-0.12233417]
 [-0.14460454]
 ..., 
 [-0.20683425]
 [-0.20926751]
 [-0.13862847]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
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15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.21715098 -0.09140022 -0.06138771 ..., -0.0139385  -0.10547518
   0.04473977]
 [ 0.07125788 -0.0678111   0.03347365 ...,  0.31413406  0.07548469
   0.12930774]
 [ 0.02233663  0.1656056   0.04612631 ...,  0.09269005 -0.27318618
   0.02320343]
 ..., 
 [-0.03868947  0.29250181 -0.08639131 ..., -0.0236299   0.11509461
   0.15468152]
 [-0.19031073 -0.03822845  0.05804817 ...,  0.09696727 -0.05377341
   0.12439031]
 [-0.10797668 -0.04328906 -0.19200251 ...,  0.20957278 -0.16103206
   0.03455394]]
final_inputs_run [[-0.05168848]
 [-0.05224364]
 [-0.16448914]
 ..., 
 [-0.10262362]
 [-0.17687126]
 [-0.27965904]]
final_outputs_run [[-0.05168848]
 [-0.05224364]
 [-0.16448914]
 ..., 
 [-0.10262362]
 [-0.17687126]
 [-0.27965904]]
Progress: 1.6% ... Training loss: 0.881 ... Validation loss: 1.361[-0.00336636]
[-0.49983288]
[-0.87789432]
[-0.82107026]
[-0.41839432]
[ 0.79063298]
[ 1.19195475]
[-0.73656663]
[ 0.06127668]
[ 0.78249777]
[-0.1214523]
[ 0.18125352]
[-0.31868017]
[-0.37312874]
[-1.07595181]
[ 2.00994406]
[-0.81689222]
[-0.97077585]
[-0.25816531]
[-0.81881026]
[ 0.70919634]
[ 0.07535932]
[-1.04775109]
[ 0.34214657]
[-0.14501054]
[-0.32558912]
[-0.67074839]
[-0.40358798]
[ 0.00879669]
[-0.86582628]
[ 1.68056132]
[-0.4003895]
[ 0.86034632]
[ 0.90757657]
[-1.03409031]
[-0.97430884]
[-0.18808161]
[-0.88233367]
[ 0.90855447]
[-0.39790915]
[-0.31752194]
[ 1.28704499]
[ 0.4247947]
[-0.92216541]
[-0.57682397]
[ 0.1645169]
[-0.64045955]
[-0.5872955]
[ 1.00212487]
[-0.87271067]
[ 0.42335384]
[-0.27625376]
[-0.33628034]
[-0.73217509]
[ 3.06449524]
[-0.36456703]
[-0.60748507]
[-0.06382232]
[ 0.37242012]
[ 0.76285774]
[-0.9755153]
[-0.57774645]
[ 0.11026215]
[-0.68105216]
[ 1.68234806]
[-0.40036447]
[-0.81381085]
[-0.66186846]
[-0.92320035]
[-0.32547308]
[ 0.37440911]
[ 0.28913218]
[-0.87295279]
[ 1.92704638]
[ 0.4981426]
[-1.04729097]
[-0.91746456]
[ 0.0161778]
[-0.83284115]
[ 1.25804618]
[-0.38056437]
[-0.61765195]
[-0.74389418]
[-0.51167536]
[-0.57703177]
[ 0.12607649]
[ 1.37268324]
[ 0.34997031]
[-0.5094236]
[-0.74006926]
[ 0.21582728]
[ 0.21878538]
[-0.19936762]
[-0.43776108]
[-0.63154452]
[ 0.27610669]
[ 0.59260726]
[ 0.72380458]
[-0.51640433]
[-0.95421432]
[-0.76042273]
[-0.90372435]
[-0.73549512]
[-0.14073105]
[-0.17377703]
[ 0.12519092]
[ 3.51720279]
[ 1.62697699]
[ 0.5612097]
[-1.05731805]
[ 1.24400735]
[ 1.33009604]
[-0.91973744]
[-0.37144133]
[-1.00978792]
[-0.53151055]
[ 0.23401475]
[-0.15709759]
[ 0.24346499]
[ 0.41013279]
[-0.31692772]
[-0.15921346]
[-0.22994383]
[-0.63678728]
[-0.29451168]
[-0.5858684]
[-0.43397374]
[-0.89027717]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.21681024 -0.09131043 -0.06093762 ..., -0.01411359 -0.10597859
   0.04487693]
 [ 0.07133291 -0.06779032  0.03359617 ...,  0.31408908  0.07535733
   0.1293427 ]
 [ 0.02386335  0.16599759  0.04835573 ...,  0.09182995 -0.27554094
   0.02386999]
 ..., 
 [-0.03888562  0.292452   -0.08667285 ..., -0.02352266  0.11539591
   0.15460015]
 [-0.19062491 -0.03830418  0.05759884 ...,  0.09713289 -0.05330371
   0.1242638 ]
 [-0.10824386 -0.04335506 -0.1923858  ...,  0.2097138  -0.16062898
   0.03444532]]
final_inputs_run [[-0.21565267]
 [-0.17236259]
 [-0.19758165]
 ..., 
 [-0.25274294]
 [-0.25408394]
 [-0.18255835]]
final_outputs_run [[-0.21565267]
 [-0.17236259]
 [-0.19758165]
 ..., 
 [-0.25274294]
 [-0.25408394]
 [-0.18255835]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.21681024 -0.09131043 -0.06093762 ..., -0.01411359 -0.10597859
   0.04487693]
 [ 0.07133291 -0.06779032  0.03359617 ...,  0.31408908  0.07535733
   0.1293427 ]
 [ 0.02386335  0.16599759  0.04835573 ...,  0.09182995 -0.27554094
   0.02386999]
 ..., 
 [-0.03888562  0.292452   -0.08667285 ..., -0.02352266  0.11539591
   0.15460015]
 [-0.19062491 -0.03830418  0.05759884 ...,  0.09713289 -0.05330371
   0.1242638 ]
 [-0.10824386 -0.04335506 -0.1923858  ...,  0.2097138  -0.16062898
   0.03444532]]
final_inputs_run [[-0.09472424]
 [-0.08859551]
 [-0.19778622]
 ..., 
 [-0.14200501]
 [-0.21937539]
 [-0.32456385]]
final_outputs_run [[-0.09472424]
 [-0.08859551]
 [-0.19778622]
 ..., 
 [-0.14200501]
 [-0.21937539]
 [-0.32456385]]
Progress: 1.8% ... Training loss: 0.879 ... Validation loss: 1.388[ 0.29093325]
[ 2.22737836]
[ 0.08676066]
[-0.68983918]
[ 0.39631954]
[-0.7966629]
[-0.69552085]
[ 0.63758084]
[-0.569687]
[-0.28622912]
[-0.67051727]
[ 1.09160826]
[ 0.71104804]
[ 0.88917287]
[ 0.57653058]
[ 0.04532627]
[ 0.895693]
[-0.16058937]
[-0.87161403]
[-0.08053042]
[-0.45168089]
[ 1.00374785]
[-0.67063759]
[ 0.59108925]
[-0.63266181]
[ 1.38555076]
[-0.64311424]
[-0.14633549]
[ 0.43151623]
[-0.49841704]
[-0.82541152]
[-0.27821753]
[-0.47151136]
[ 1.98529969]
[-0.65620886]
[ 0.86207712]
[ 0.08600437]
[-0.02599784]
[-0.90353067]
[ 0.16142813]
[-0.74399361]
[ 0.26983173]
[-0.71573651]
[-0.67961173]
[ 0.53648694]
[ 3.48806813]
[-0.5639288]
[ 0.40334943]
[-0.11755275]
[-0.75539656]
[-0.71148475]
[-0.89472949]
[-0.0514]
[-0.04181456]
[-0.39363105]
[-0.95662656]
[-0.00969476]
[ 0.4401477]
[ 0.19513288]
[-0.57125544]
[-0.89276794]
[ 0.31133626]
[ 1.74360022]
[ 2.76962618]
[ 1.18644247]
[-0.81238662]
[-0.88112883]
[ 0.26211138]
[ 0.01626905]
[-0.43319954]
[-0.38745029]
[ 0.46588444]
[-0.71218526]
[-0.73158881]
[-0.59076589]
[ 0.66546889]
[-0.32262645]
[-0.15706157]
[-0.16749943]
[-0.71707259]
[-0.92663029]
[-0.26979521]
[-0.55210517]
[-0.93055267]
[ 0.1777982]
[-0.81366369]
[ 0.51040418]
[-0.11781465]
[-0.78939637]
[ 0.88216567]
[ 0.99196975]
[-1.1226783]
[ 0.4414414]
[-0.31642626]
[ 1.64116]
[-0.47589244]
[ 1.94327955]
[-0.80842308]
[-0.07808011]
[-0.80103157]
[ 2.02796136]
[-0.44866482]
[ 1.06199728]
[ 0.6784561]
[ 0.17007634]
[-0.6654961]
[-0.42453566]
[-0.45611588]
[ 2.30342231]
[-0.56046375]
[ 0.8381571]
[-0.32372122]
[-0.29073928]
[ 0.42741826]
[ 2.83837807]
[ 1.06725559]
[-0.36918887]
[-0.78366623]
[-0.27057091]
[-0.4795437]
[-0.72196652]
[ 1.95788744]
[-0.95785348]
[ 1.26306976]
[ 0.46078905]
[-0.18717499]
[-0.37570249]
[ 1.12801404]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
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8              1  
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19             1  
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...          ...  
15405          0  
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15410          0  
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[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.21591997 -0.09109953 -0.05970927 ..., -0.01460424 -0.10727149
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final_inputs_run [[-0.19382645]
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final_outputs_run [[-0.19382645]
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 ..., 
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
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15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
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15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
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15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
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16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
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16855   1        0 -0.607548  1.621165  -0.699669         0         0   
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16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
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...         ...       ...           ...    ...        ...    ...    ...   
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16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
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16864         0         1             0    ...          0      0      0   
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16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
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...          ...        ...        ...        ...        ...        ...   
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       weekday_6  
15435          0  
15436          0  
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[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.21591997 -0.09109953 -0.05970927 ..., -0.01460424 -0.10727149
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 [ 0.07126527 -0.06780579  0.03349894 ...,  0.31412566  0.07546302
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 ..., 
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   0.1241897 ]
 [-0.10799758 -0.04329459 -0.19205597 ...,  0.20958195 -0.16096085
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final_inputs_run [[-0.0606968 ]
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 ..., 
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final_outputs_run [[-0.0606968 ]
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 ..., 
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Progress: 2.0% ... Training loss: 0.870 ... Validation loss: 1.357[ 1.12971684]
[-0.34214576]
[-0.55707799]
[ 0.37444294]
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[ 1.20793946]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.21518158 -0.09090561 -0.05868333 ..., -0.01500891 -0.10835201
   0.04553511]
 [ 0.07126527 -0.06780579  0.03349894 ...,  0.31412566  0.07546302
   0.12931587]
 [ 0.02905568  0.16726222  0.05551348 ...,  0.08899843 -0.28327078
   0.02597573]
 ..., 
 [-0.03881469  0.2924686  -0.08656444 ..., -0.02356802  0.11527579
   0.15462981]
 [-0.19098216 -0.03839007  0.05710615 ...,  0.0973303  -0.05272668
   0.12411879]
 [-0.10798932 -0.04329396 -0.19206053 ...,  0.20958615 -0.16091004
   0.03454491]]
final_inputs_run [[-0.22932371]
 [-0.18623673]
 [-0.21089797]
 ..., 
 [-0.25565684]
 [-0.2567614 ]
 [-0.18051853]]
final_outputs_run [[-0.22932371]
 [-0.18623673]
 [-0.21089797]
 ..., 
 [-0.25565684]
 [-0.2567614 ]
 [-0.18051853]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.21518158 -0.09090561 -0.05868333 ..., -0.01500891 -0.10835201
   0.04553511]
 [ 0.07126527 -0.06780579  0.03349894 ...,  0.31412566  0.07546302
   0.12931587]
 [ 0.02905568  0.16726222  0.05551348 ...,  0.08899843 -0.28327078
   0.02597573]
 ..., 
 [-0.03881469  0.2924686  -0.08656444 ..., -0.02356802  0.11527579
   0.15462981]
 [-0.19098216 -0.03839007  0.05710615 ...,  0.0973303  -0.05272668
   0.12411879]
 [-0.10798932 -0.04329396 -0.19206053 ...,  0.20958615 -0.16091004
   0.03454491]]
final_inputs_run [[-0.08647205]
 [-0.07154982]
 [-0.17857839]
 ..., 
 [-0.13310841]
 [-0.21757726]
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final_outputs_run [[-0.08647205]
 [-0.07154982]
 [-0.17857839]
 ..., 
 [-0.13310841]
 [-0.21757726]
 [-0.3279306 ]]
Progress: 2.2% ... Training loss: 0.867 ... Validation loss: 1.374[-0.13596825]
[ 0.96054533]
[-0.08056972]
[ 0.53669751]
[-0.60969311]
[-0.78133017]
[-0.06183526]
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[-1.10626412]
[-0.60672034]
[-0.62438886]
[-0.49066671]
[ 0.68711337]
[ 0.06070575]
[-0.36778053]
[ 0.55491044]
[ 1.61037273]
[ 0.34739537]
[-0.15006275]
[-0.97123806]
[-0.29346784]
[-0.88671457]
[-1.03446844]
[ 0.39430103]
[-0.98247676]
[ 0.90086828]
[-0.73210797]
[-0.88231363]
[ 0.46899833]
[ 0.83600868]
[-0.23586862]
[ 1.42062741]
[ 0.69267749]
[-0.75771435]
[ 0.34052498]
[ 0.42265901]
[ 0.2851975]
[-0.90747779]
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[ 1.04845658]
[-0.597473]
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[ 0.93329263]
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[ 1.10446054]
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[ 0.41041006]
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[ 0.14487585]
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[ 1.27164634]
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[ 0.67655061]
[ 0.40428387]
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[-0.34761916]
[ 0.41928741]
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[ 1.00129718]
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[ 1.67607969]
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[ 2.01395028]
[ 0.10037828]
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[-0.8212074]
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[-0.63479769]
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[ 0.11180122]
[ 2.56071891]
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[ 1.12159804]
[-0.57436487]
[-0.98676981]
[ 2.81234737]
[ 0.8023232]
[ 1.39178997]
[ 1.89352563]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.21435989 -0.09068973 -0.05754123 ..., -0.01544955 -0.10955007
   0.0458521 ]
 [ 0.07114872 -0.06783771  0.03331035 ...,  0.31419064  0.07566724
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 [ 0.03104153  0.16778596  0.05835112 ...,  0.08789768 -0.28637143
   0.02679625]
 ..., 
 [-0.0389634   0.29243217 -0.08677922 ..., -0.0234889   0.1155104
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 [-0.1907229  -0.03832038  0.0575062  ...,  0.09718133 -0.05313623
   0.12422787]
 [-0.10770311 -0.04321753 -0.19163732 ...,  0.20943299 -0.16133777
   0.03465935]]
final_inputs_run [[-0.24491771]
 [-0.20155945]
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 ..., 
 [-0.26765356]
 [-0.26832143]
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final_outputs_run [[-0.24491771]
 [-0.20155945]
 [-0.22663772]
 ..., 
 [-0.26765356]
 [-0.26832143]
 [-0.19019839]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.21435989 -0.09068973 -0.05754123 ..., -0.01544955 -0.10955007
   0.0458521 ]
 [ 0.07114872 -0.06783771  0.03331035 ...,  0.31419064  0.07566724
   0.12926309]
 [ 0.03104153  0.16778596  0.05835112 ...,  0.08789768 -0.28637143
   0.02679625]
 ..., 
 [-0.0389634   0.29243217 -0.08677922 ..., -0.0234889   0.1155104
   0.15456707]
 [-0.1907229  -0.03832038  0.0575062  ...,  0.09718133 -0.05313623
   0.12422787]
 [-0.10770311 -0.04321753 -0.19163732 ...,  0.20943299 -0.16133777
   0.03465935]]
final_inputs_run [[-0.09347895]
 [-0.07261384]
 [-0.1783058 ]
 ..., 
 [-0.13823726]
 [-0.22629158]
 [-0.33930243]]
final_outputs_run [[-0.09347895]
 [-0.07261384]
 [-0.1783058 ]
 ..., 
 [-0.13823726]
 [-0.22629158]
 [-0.33930243]]
Progress: 2.4% ... Training loss: 0.862 ... Validation loss: 1.375[ 1.19885519]
[-0.66052458]
[-0.0355873]
[-0.74072506]
[-0.30514732]
[-0.71267318]
[-1.07463172]
[-0.04913212]
[ 1.46437687]
[ 0.26728037]
[ 0.82096476]
[-0.02691584]
[ 1.28397601]
[ 1.28336715]
[-0.06571426]
[-0.57785208]
[-0.90606035]
[-1.00386236]
[-0.35762193]
[-0.0695588]
[-0.30316741]
[ 2.41462836]
[-0.22943466]
[-1.05323515]
[ 0.44048736]
[ 0.39102508]
[ 0.60686436]
[-0.45936202]
[-0.23904972]
[ 0.85955649]
[-0.80755941]
[ 0.68796304]
[-1.05870413]
[-0.80504505]
[-0.72775478]
[-0.18288652]
[ 0.16683082]
[ 0.29078491]
[-0.59372698]
[ 1.59114744]
[-0.67915885]
[ 0.14072292]
[ 0.2365439]
[-0.12339806]
[ 0.54897978]
[ 0.20355077]
[-0.23363396]
[ 1.47426554]
[-0.9517481]
[-0.50861997]
[-0.31845443]
[-0.88440912]
[-0.32153628]
[-1.06501121]
[ 0.92677629]
[ 1.4103889]
[-0.93079872]
[-0.73475526]
[-0.59048122]
[-0.49047227]
[-0.67228454]
[-0.63953734]
[ 1.94635827]
[ 0.81109828]
[ 0.03879634]
[-0.39230178]
[-0.94406129]
[ 1.34608442]
[-0.82607252]
[-0.08335984]
[-1.21307126]
[ 2.29006397]
[ 0.38883002]
[-0.3156898]
[-0.25557555]
[-0.06041781]
[-0.74621567]
[-1.0539767]
[ 3.11571341]
[ 0.30178079]
[-1.00606188]
[ 0.67988342]
[-0.43812302]
[ 0.57017862]
[-0.5620885]
[-0.6175884]
[-0.86680254]
[-0.50206826]
[-0.38578335]
[ 0.0574661]
[-0.48942235]
[-0.80017208]
[-0.80174212]
[ 0.99889043]
[-0.39266343]
[ 1.83822402]
[-0.22797193]
[ 0.34842316]
[ 0.056375]
[-0.75162762]
[ 0.31289468]
[ 0.85989709]
[-0.67379357]
[ 0.17408342]
[-0.6581293]
[-0.0458632]
[ 0.57213773]
[ 2.12173296]
[-0.83784014]
[ 0.33409629]
[ 0.1886703]
[ 0.96748149]
[-0.12546048]
[-0.82051106]
[ 1.01285264]
[ 0.5560225]
[-0.23031927]
[ 1.37733914]
[ 0.54093178]
[-0.08706421]
[ 1.56321597]
[ 1.25618134]
[-0.34701626]
[ 1.00875774]
[-0.88218583]
[ 0.73217388]
[-0.30514732]
[-0.00527267]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.21375045 -0.0905134  -0.05669947 ..., -0.01579102 -0.11053234
   0.04610341]
 [ 0.07122941 -0.06781361  0.03343008 ...,  0.31414333  0.07552632
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 [ 0.03320466  0.16834034  0.06131347 ...,  0.08671672 -0.28970552
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 ..., 
 [-0.03865394  0.29251453 -0.08639699 ..., -0.02365947  0.11502182
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 [-0.19044366 -0.03824444  0.0579211  ...,  0.09702794 -0.0535675
   0.12433826]
 [-0.10762072 -0.04319593 -0.19151179 ...,  0.20938889 -0.16145025
   0.03469435]]
final_inputs_run [[-0.23254247]
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 ..., 
 [-0.24953442]
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final_outputs_run [[-0.23254247]
 [-0.18955746]
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 ..., 
 [-0.24953442]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.21375045 -0.0905134  -0.05669947 ..., -0.01579102 -0.11053234
   0.04610341]
 [ 0.07122941 -0.06781361  0.03343008 ...,  0.31414333  0.07552632
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 [ 0.03320466  0.16834034  0.06131347 ...,  0.08671672 -0.28970552
   0.02766522]
 ..., 
 [-0.03865394  0.29251453 -0.08639699 ..., -0.02365947  0.11502182
   0.15468987]
 [-0.19044366 -0.03824444  0.0579211  ...,  0.09702794 -0.0535675
   0.12433826]
 [-0.10762072 -0.04319593 -0.19151179 ...,  0.20938889 -0.16145025
   0.03469435]]
final_inputs_run [[-0.07072865]
 [-0.04488551]
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 ..., 
 [-0.11327109]
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final_outputs_run [[-0.07072865]
 [-0.04488551]
 [-0.15073788]
 ..., 
 [-0.11327109]
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 [-0.31975752]]
Progress: 2.6% ... Training loss: 0.856 ... Validation loss: 1.353[-0.52964224]
[-0.54794345]
[-0.63002183]
[-0.41234396]
[ 0.30861649]
[-0.91917684]
[ 0.11856066]
[ 0.19716243]
[ 2.03427739]
[ 0.23531844]
[-0.33676036]
[ 0.90559808]
[-0.84281643]
[-0.70620121]
[ 0.65959277]
[ 0.37797021]
[-0.91791546]
[ 0.22257272]
[ 1.92750753]
[ 3.07175851]
[ 0.15739933]
[ 1.93725857]
[ 0.9205764]
[-0.62713889]
[-0.74856156]
[ 0.38543002]
[-0.86205566]
[ 1.55527633]
[-0.73985819]
[ 1.53757473]
[-0.64485099]
[-0.92694897]
[-0.32526532]
[-0.89802425]
[ 1.06364129]
[ 0.28681189]
[-0.72452537]
[ 1.24149454]
[ 2.2062214]
[-0.28372608]
[-0.93558951]
[ 1.8118723]
[ 1.00393632]
[-0.85332327]
[-0.76700683]
[ 0.60190061]
[ 0.6400237]
[-0.61033404]
[ 0.81530602]
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[ 0.5382138]
[-0.23785907]
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[ 0.17120302]
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[ 0.15766788]
[-0.56563372]
[ 0.60767625]
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[-0.61106869]
[-0.90265236]
[-0.31481972]
[-0.85293178]
[-0.53788005]
[ 1.51826279]
[ 0.58853887]
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[ 0.39857146]
[-0.98145626]
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[ 0.52024415]
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[ 0.8255041]
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[ 1.20350475]
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[ 0.43736961]
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[ 0.15739933]
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[ 0.56419626]
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[ 0.56133225]
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[ 0.0303045]
[ 0.35645266]
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[ 0.46377024]
[ 0.22381721]
[ 1.99633459]
[-0.76011856]
[-0.00803599]
[ 1.41715805]
[ 0.02654745]
[ 1.22827493]
[ 0.46412983]
[-0.80249206]
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[-0.91769522]
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[-0.70601821]
[ 0.3499786]
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[ 0.22556198]
[ 0.05969513]
[-1.02830727]
[ 3.68381328]
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[ 0.58086409]
[-0.17319963]
[-0.43936645]
[-0.55695463]
[ 1.21877306]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.21260214 -0.09018806 -0.05505428 ..., -0.01640464 -0.11224811
   0.04658415]
 [ 0.07123605 -0.06781151  0.0334412  ...,  0.31414044  0.07553394
   0.12929969]
 [ 0.03469813  0.16876633  0.06348125 ...,  0.08591819 -0.29190676
   0.02829692]
 ..., 
 [-0.03875308  0.29248586 -0.08653856 ..., -0.02360848  0.11517281
   0.15464937]
 [-0.19053231 -0.0382684   0.05777649 ...,  0.09707653 -0.05344023
   0.12430029]
 [-0.10742808 -0.04314101 -0.19124029 ...,  0.20929212 -0.16172481
   0.03477472]]
final_inputs_run [[-0.2222675 ]
 [-0.17983292]
 [-0.20175302]
 ..., 
 [-0.23788598]
 [-0.23877693]
 [-0.15602204]]
final_outputs_run [[-0.2222675 ]
 [-0.17983292]
 [-0.20175302]
 ..., 
 [-0.23788598]
 [-0.23877693]
 [-0.15602204]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.21260214 -0.09018806 -0.05505428 ..., -0.01640464 -0.11224811
   0.04658415]
 [ 0.07123605 -0.06781151  0.0334412  ...,  0.31414044  0.07553394
   0.12929969]
 [ 0.03469813  0.16876633  0.06348125 ...,  0.08591819 -0.29190676
   0.02829692]
 ..., 
 [-0.03875308  0.29248586 -0.08653856 ..., -0.02360848  0.11517281
   0.15464937]
 [-0.19053231 -0.0382684   0.05777649 ...,  0.09707653 -0.05344023
   0.12430029]
 [-0.10742808 -0.04314101 -0.19124029 ...,  0.20929212 -0.16172481
   0.03477472]]
final_inputs_run [[-0.05301737]
 [-0.02301296]
 [-0.12843785]
 ..., 
 [-0.09490846]
 [-0.19000038]
 [-0.30808064]]
final_outputs_run [[-0.05301737]
 [-0.02301296]
 [-0.12843785]
 ..., 
 [-0.09490846]
 [-0.19000038]
 [-0.30808064]]
Progress: 2.8% ... Training loss: 0.851 ... Validation loss: 1.337[-0.73845454]
[-0.77212027]
[-0.94461298]
[-0.49832503]
[ 0.85876818]
[ 0.36862221]
[-0.345769]
[-0.46761763]
[-0.45011137]
[-0.43367132]
[-0.10579565]
[ 1.08645201]
[ 0.2907606]
[-0.4738141]
[-0.59277235]
[-0.54432797]
[-0.91024279]
[-0.50243811]
[-0.89592773]
[ 0.5737622]
[ 3.01130516]
[ 0.52820393]
[-0.31979468]
[-0.81624539]
[ 0.23984962]
[ 0.06053439]
[ 0.90196633]
[-0.33252868]
[-0.01529487]
[-0.48511004]
[-0.88730902]
[-0.00848314]
[-0.8098975]
[ 0.09707183]
[-0.7886701]
[-0.15932467]
[ 0.44149058]
[ 0.09498021]
[-0.53998426]
[-0.44055959]
[-0.82763469]
[ 0.04353377]
[-0.78309819]
[-1.00476444]
[-0.81619543]
[-0.84577037]
[ 0.93865979]
[-0.78332111]
[-0.79182097]
[-0.54563942]
[-1.17482746]
[ 0.34986825]
[-0.01409639]
[-0.70525984]
[ 3.07567248]
[ 0.19851269]
[ 1.57786486]
[ 1.22916436]
[-0.28625925]
[-0.57976421]
[-0.30958412]
[ 0.87996873]
[ 1.31671043]
[-0.44769755]
[-0.79337698]
[ 2.23203482]
[ 0.15809915]
[-0.84767781]
[-0.2869518]
[-0.77323982]
[ 1.12963874]
[-0.98334916]
[-0.92570093]
[ 0.22748941]
[-1.11483003]
[-0.03890837]
[-0.63739942]
[-0.56011061]
[-0.96175258]
[ 1.18119527]
[ 0.01496955]
[-0.66088436]
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[ 1.83951955]
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[ 1.09453682]
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[-0.40805081]
[-1.03198377]
[-0.77117655]
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[ 0.66762587]
[-0.85410212]
[-0.90284276]
[-0.92407498]
[-0.41260036]
[ 1.57976379]
[ 1.88394917]
[ 1.54883604]
[-0.46392349]
[-0.78223215]
[-0.74881624]
[-1.00101817]
[ 0.38017188]
[ 0.11227687]
[ 0.15677603]
[-0.32127943]
[-0.81821889]
[ 0.86635497]
[-0.56622165]
[ 0.49558229]
[-0.44858993]
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[-0.34832029]
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[ 0.06452546]
[-0.43231479]
[ 0.60638936]
[-0.80341556]
[ 0.16974051]
[-0.1673927]
[-0.48783677]
[ 0.12023008]
[ 0.53196246]
[-0.2665718]
[-0.43729534]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.21207214 -0.09002995 -0.05430389 ..., -0.01667236 -0.11308932
   0.04679276]
 [ 0.07107893 -0.06785661  0.03320069 ...,  0.31422626  0.07577577
   0.129228  ]
 [ 0.03664318  0.16932693  0.06631358 ...,  0.08489479 -0.2950084
   0.02913557]
 ..., 
 [-0.03905815  0.29240009 -0.08695647 ..., -0.02345308  0.11562492
   0.15451831]
 [-0.1904339  -0.03823756  0.05791204 ...,  0.09702838 -0.05357408
   0.12433838]
 [-0.10739138 -0.04313026 -0.19119055 ...,  0.20927907 -0.16178705
   0.03479147]]
final_inputs_run [[-0.28871734]
 [-0.24526804]
 [-0.2709808 ]
 ..., 
 [-0.29635949]
 [-0.2967014 ]
 [-0.21548048]]
final_outputs_run [[-0.28871734]
 [-0.24526804]
 [-0.2709808 ]
 ..., 
 [-0.29635949]
 [-0.2967014 ]
 [-0.21548048]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.21207214 -0.09002995 -0.05430389 ..., -0.01667236 -0.11308932
   0.04679276]
 [ 0.07107893 -0.06785661  0.03320069 ...,  0.31422626  0.07577577
   0.129228  ]
 [ 0.03664318  0.16932693  0.06631358 ...,  0.08489479 -0.2950084
   0.02913557]
 ..., 
 [-0.03905815  0.29240009 -0.08695647 ..., -0.02345308  0.11562492
   0.15451831]
 [-0.1904339  -0.03823756  0.05791204 ...,  0.09702838 -0.05357408
   0.12433838]
 [-0.10739138 -0.04313026 -0.19119055 ...,  0.20927907 -0.16178705
   0.03479147]]
final_inputs_run [[-0.11294407]
 [-0.07841026]
 [-0.18116101]
 ..., 
 [-0.15115935]
 [-0.24783029]
 [-0.3655483 ]]
final_outputs_run [[-0.11294407]
 [-0.07841026]
 [-0.18116101]
 ..., 
 [-0.15115935]
 [-0.24783029]
 [-0.3655483 ]]
Progress: 3.0% ... Training loss: 0.851 ... Validation loss: 1.379[-0.31115858]
[ 0.19415263]
[ 0.03666468]
[ 0.3859897]
[-0.00914045]
[ 0.58771182]
[ 0.0990025]
[ 1.55799891]
[-0.89817074]
[-0.32285798]
[ 0.73115382]
[ 0.79730662]
[-0.02793822]
[ 0.06927405]
[-1.06232771]
[ 0.81707376]
[-0.86689237]
[-0.79374182]
[ 0.18497741]
[-0.2801608]
[ 0.02665553]
[-1.03157918]
[ 1.85254081]
[-0.52760147]
[-0.33053186]
[-0.3711816]
[ 2.07504062]
[ 1.03446804]
[ 1.20689258]
[ 0.76775118]
[-0.42816473]
[-0.31289823]
[-0.24404372]
[ 1.19083227]
[-0.78850431]
[-0.19408047]
[-0.44835235]
[-0.48483116]
[ 0.86260311]
[-0.30617065]
[-0.68689475]
[-0.38299755]
[ 0.03941868]
[-0.91346196]
[-0.45529239]
[-0.48151717]
[-0.80540598]
[-0.81319516]
[ 1.08447485]
[-0.74843667]
[-0.45937901]
[-0.98928569]
[ 3.05766919]
[-0.27064725]
[ 1.47813753]
[-0.80605164]
[-0.60202186]
[ 1.7441572]
[-0.51411591]
[ 0.51249937]
[-0.24967139]
[-0.36334681]
[-0.79385057]
[-0.90239489]
[ 0.32273078]
[ 0.20918448]
[-0.95318869]
[ 3.54711694]
[-0.02622305]
[ 0.23015256]
[-0.83979611]
[-0.78733143]
[-0.66444579]
[-0.45669141]
[-0.06853069]
[ 2.23072465]
[ 3.61359559]
[-0.6568497]
[-0.04965614]
[ 0.20791826]
[ 0.00715261]
[-0.12191853]
[ 0.77915997]
[ 1.56155212]
[-0.91792975]
[ 1.73527879]
[ 0.01468434]
[-0.44094722]
[ 0.01090872]
[ 0.71378129]
[ 0.08421742]
[-0.79884894]
[-0.08205064]
[ 1.58777212]
[-0.93425096]
[-0.15068221]
[ 0.40235701]
[-0.52680027]
[-0.28104876]
[ 2.04538138]
[-0.00864041]
[ 0.408522]
[ 1.13663625]
[ 1.20179196]
[-0.83492766]
[ 2.12717151]
[ 0.15229076]
[-0.46553163]
[ 0.22117038]
[ 0.07181866]
[ 0.66066558]
[-0.6012977]
[-0.79976577]
[-0.14264126]
[-0.57168229]
[ 1.30366853]
[-0.67136155]
[-0.77448429]
[-0.63923497]
[-0.4348259]
[ 1.56046787]
[-0.81512664]
[-0.40107351]
[-0.37345514]
[ 0.34644458]
[ 3.49507329]
[ 0.82518794]
[-0.76052539]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
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15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.21057257 -0.08960501 -0.05206935 ..., -0.01750409 -0.1155187
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 [ 0.07103264 -0.06786811  0.0331324  ...,  0.31425236  0.07584857
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 ..., 
 [-0.03869883  0.29249787 -0.08641351 ..., -0.02365453  0.11503492
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 [-0.19011196 -0.03814754  0.05839723 ...,  0.09685017 -0.05407915
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 [-0.10738323 -0.0431214  -0.19115837 ...,  0.20928329 -0.16177954
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final_inputs_run [[-0.2358042 ]
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 ..., 
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final_outputs_run [[-0.2358042 ]
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 ..., 
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
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16860          0          1          0          0          0          0   
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16864          0          1          0          0          0          0   
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16870          0          1          0          0          0          0   
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16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
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15443          0  
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...          ...  
16845          0  
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16860          0  
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16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.21057257 -0.08960501 -0.05206935 ..., -0.01750409 -0.1155187
   0.04741489]
 [ 0.07103264 -0.06786811  0.0331324  ...,  0.31425236  0.07584857
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 [ 0.03965399  0.17014795  0.07069645 ...,  0.08323082 -0.29983684
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 ..., 
 [-0.03869883  0.29249787 -0.08641351 ..., -0.02365453  0.11503492
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 [-0.19011196 -0.03814754  0.05839723 ...,  0.09685017 -0.05407915
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 [-0.10738323 -0.0431214  -0.19115837 ...,  0.20928329 -0.16177954
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final_inputs_run [[-0.04558301]
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 ..., 
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final_outputs_run [[-0.04558301]
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 ..., 
 [-0.08512706]
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Progress: 3.2% ... Training loss: 0.841 ... Validation loss: 1.323[ 0.76698124]
[-0.1406139]
[ 1.452979]
[ 0.27760031]
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[-0.45244237]
[ 2.93569344]
[-0.77247205]
[-0.65445947]
[ 1.73175338]
[-0.39752419]
[ 0.8092116]
[ 0.52024756]
[ 1.85949526]
[-0.58053948]
[-0.05814821]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.2087114  -0.08902932 -0.04928088 ..., -0.01846671 -0.11827334
   0.0482373 ]
 [ 0.0710152  -0.067871    0.03311472 ...,  0.31425718  0.07584995
   0.12920372]
 [ 0.0438501   0.17140906  0.07669332 ...,  0.0810738  -0.30615807
   0.03223533]
 ..., 
 [-0.03802791  0.29270952 -0.08542033 ..., -0.02400648  0.11392492
   0.1549674 ]
 [-0.19001254 -0.03811309  0.05852868 ...,  0.09679489 -0.05423774
   0.12451333]
 [-0.10710084 -0.04304015 -0.19075145 ...,  0.20914915 -0.16200755
   0.03491286]]
final_inputs_run [[-0.1866157 ]
 [-0.14755002]
 [-0.1639769 ]
 ..., 
 [-0.18431912]
 [-0.18751805]
 [-0.09425319]]
final_outputs_run [[-0.1866157 ]
 [-0.14755002]
 [-0.1639769 ]
 ..., 
 [-0.18431912]
 [-0.18751805]
 [-0.09425319]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
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15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
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16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
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15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
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15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
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16860          0  
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16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.2087114  -0.08902932 -0.04928088 ..., -0.01846671 -0.11827334
   0.0482373 ]
 [ 0.0710152  -0.067871    0.03311472 ...,  0.31425718  0.07584995
   0.12920372]
 [ 0.0438501   0.17140906  0.07669332 ...,  0.0810738  -0.30615807
   0.03223533]
 ..., 
 [-0.03802791  0.29270952 -0.08542033 ..., -0.02400648  0.11392492
   0.1549674 ]
 [-0.19001254 -0.03811309  0.05852868 ...,  0.09679489 -0.05423774
   0.12451333]
 [-0.10710084 -0.04304015 -0.19075145 ...,  0.20914915 -0.16200755
   0.03491286]]
final_inputs_run [[ 0.01899872]
 [ 0.06680515]
 [-0.03737363]
 ..., 
 [-0.01895754]
 [-0.12876474]
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final_outputs_run [[ 0.01899872]
 [ 0.06680515]
 [-0.03737363]
 ..., 
 [-0.01895754]
 [-0.12876474]
 [-0.25624128]]
Progress: 3.4% ... Training loss: 0.838 ... Validation loss: 1.275[ 1.25081113]
[-0.81879832]
[-0.84545746]
[-0.65452282]
[-0.71341595]
[ 1.25785217]
[ 1.08360795]
[ 1.05328165]
[ 0.8096349]
[-0.25586331]
[-0.91371655]
[ 2.30307133]
[ 1.0943739]
[-0.12039644]
[-0.38490144]
[-0.85267703]
[ 0.63875446]
[ 1.62686328]
[-0.21370136]
[ 0.28386732]
[-1.12259589]
[-0.53459616]
[-0.16651115]
[-0.21388571]
[ 1.87367818]
[ 0.09368264]
[-0.63152269]
[ 0.01100899]
[-0.67547404]
[ 0.47213559]
[ 3.06345536]
[-0.97581555]
[ 2.49192716]
[-0.51732943]
[-0.46804612]
[-0.44996841]
[-0.28369075]
[-0.60544738]
[-0.81832985]
[-0.48644639]
[ 0.97579575]
[ 0.08148839]
[-0.69448586]
[ 0.03701987]
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[ 1.51028826]
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[ 0.50112544]
[-0.44402042]
[-0.18201309]
[ 0.04472542]
[-0.49841689]
[ 1.65313526]
[ 0.31843902]
[-0.85677877]
[-0.83859848]
[ 3.4103371]
[-0.67961075]
[-0.8950518]
[ 2.87207006]
[ 3.66472332]
[-1.16744198]
[ 0.17522679]
[-0.63526958]
[-1.12198624]
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[ 0.7125691]
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[ 2.14049011]
[ 0.19313043]
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[ 2.28304743]
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[ 0.6278377]
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[ 0.31789717]
[ 0.09911673]
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[ 0.99412156]
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[ 0.75119346]
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[ 0.65901931]
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[ 0.36876389]
[ 2.73895047]
[ 0.35464853]
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[ 1.24137634]
[ 0.25770508]
[-0.44781882]
[-1.10995106]
[ 0.39441809]
[ 0.20693615]
[ 1.49409606]
[-0.94003481]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.20719103 -0.08851755 -0.04711234 ..., -0.01917708 -0.12047975
   0.04892915]
 [ 0.07093552 -0.06789519  0.03301032 ...,  0.31429544  0.0759548
   0.12916799]
 [ 0.04704494  0.17247679  0.08143112 ...,  0.07953629 -0.31092108
   0.03372709]
 ..., 
 [-0.03813365  0.29267895 -0.08555897 ..., -0.02396035  0.1140801
   0.15492327]
 [-0.18953446 -0.0379445   0.05922449 ...,  0.09656298 -0.05500821
   0.12474028]
 [-0.10710854 -0.04304593 -0.1907641  ...,  0.20915291 -0.16196446
   0.03490779]]
final_inputs_run [[-0.16549023]
 [-0.12755557]
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 ..., 
 [-0.15660729]
 [-0.16089121]
 [-0.06293001]]
final_outputs_run [[-0.16549023]
 [-0.12755557]
 [-0.14124453]
 ..., 
 [-0.15660729]
 [-0.16089121]
 [-0.06293001]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.20719103 -0.08851755 -0.04711234 ..., -0.01917708 -0.12047975
   0.04892915]
 [ 0.07093552 -0.06789519  0.03301032 ...,  0.31429544  0.0759548
   0.12916799]
 [ 0.04704494  0.17247679  0.08143112 ...,  0.07953629 -0.31092108
   0.03372709]
 ..., 
 [-0.03813365  0.29267895 -0.08555897 ..., -0.02396035  0.1140801
   0.15492327]
 [-0.18953446 -0.0379445   0.05922449 ...,  0.09656298 -0.05500821
   0.12474028]
 [-0.10710854 -0.04304593 -0.1907641  ...,  0.20915291 -0.16196446
   0.03490779]]
final_inputs_run [[ 0.05569871]
 [ 0.11164571]
 [ 0.00776551]
 ..., 
 [ 0.01963385]
 [-0.09618581]
 [-0.2285178 ]]
final_outputs_run [[ 0.05569871]
 [ 0.11164571]
 [ 0.00776551]
 ..., 
 [ 0.01963385]
 [-0.09618581]
 [-0.2285178 ]]
Progress: 3.6% ... Training loss: 0.838 ... Validation loss: 1.249[-0.91884373]
[-0.50518733]
[ 1.45102026]
[-0.87834454]
[ 0.44052277]
[-0.22131913]
[-0.79929959]
[ 1.40287535]
[-0.46824472]
[-0.09259824]
[-1.23242986]
[-0.70265729]
[-0.07677364]
[-0.7942448]
[ 0.51708637]
[ 2.75087775]
[-0.95348173]
[-0.85857528]
[ 0.20399824]
[-0.17330663]
[ 2.99350801]
[ 0.35480548]
[-0.50010306]
[ 0.27552313]
[-1.05770113]
[-0.82714394]
[-0.53296681]
[-0.24234578]
[-0.07395708]
[-0.9432451]
[-0.49158118]
[ 0.57695329]
[ 0.33839971]
[ 0.62552163]
[-0.73766084]
[-0.47597939]
[-0.70233092]
[ 2.25255262]
[ 2.45097746]
[-0.4936398]
[-0.58570162]
[-0.17450544]
[ 1.66011256]
[-0.73019346]
[ 0.2198766]
[-0.39578436]
[-0.25074423]
[ 2.11049544]
[-0.5562286]
[ 0.15491406]
[-1.18734351]
[ 0.14342038]
[ 1.64849512]
[-0.72072701]
[-0.65395473]
[-0.29964072]
[-0.64446041]
[-0.35550411]
[-1.03671494]
[-1.26354914]
[-0.42231714]
[-0.11034979]
[-0.45187518]
[-0.99715556]
[ 0.4095977]
[-0.82327872]
[-1.03628122]
[-0.2410033]
[-0.62191888]
[-1.24289876]
[ 0.58702227]
[ 3.41440139]
[-1.04273718]
[-0.61122657]
[-0.91881851]
[ 1.3643784]
[-0.59349831]
[-0.79680218]
[-0.8653788]
[-0.95705795]
[-0.69634181]
[-0.16950028]
[-0.56863116]
[ 1.1562383]
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[ 0.07612612]
[ 1.07859411]
[-0.9239187]
[ 2.12690286]
[-0.04851112]
[-0.73367129]
[-0.47051189]
[-0.8150948]
[ 1.65308953]
[-0.98158529]
[-1.10961154]
[-1.24494163]
[-1.13151023]
[ 0.28217427]
[ 0.29948126]
[-0.85078797]
[-1.01953684]
[ 0.19371539]
[-0.42898257]
[ 2.60526053]
[ 0.76735839]
[ 1.0677521]
[-0.05684289]
[-0.74740187]
[-0.80684663]
[-0.95448511]
[-0.96895827]
[-0.56387022]
[-0.91444225]
[-0.89555625]
[-0.73710445]
[ 0.48613756]
[-0.99675242]
[-0.83188037]
[-0.75674469]
[-0.73294329]
[-0.89741608]
[ 0.56567068]
[-0.72559579]
[-0.2055047]
[ 1.12588805]
[ 3.41440139]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.20673943 -0.08836225 -0.04646975 ..., -0.0193751  -0.1211461
   0.0491369 ]
 [ 0.07080062 -0.06794378  0.03278645 ...,  0.31436142  0.07617619
   0.12909843]
 [ 0.04871669  0.17305093  0.08388056 ...,  0.07876842 -0.31350592
   0.03453343]
 ..., 
 [-0.03847327  0.29256099 -0.08606692 ..., -0.02381117  0.11458939
   0.15476268]
 [-0.18945512 -0.03790842  0.05936099 ...,  0.09652368 -0.05513456
   0.12477804]
 [-0.10740153 -0.04314688 -0.19117591 ...,  0.20929171 -0.16151023
   0.03476829]]
final_inputs_run [[-0.23330583]
 [-0.19421456]
 [-0.21125374]
 ..., 
 [-0.21645241]
 [-0.22000685]
 [-0.12251706]]
final_outputs_run [[-0.23330583]
 [-0.19421456]
 [-0.21125374]
 ..., 
 [-0.21645241]
 [-0.22000685]
 [-0.12251706]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
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15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.20673943 -0.08836225 -0.04646975 ..., -0.0193751  -0.1211461
   0.0491369 ]
 [ 0.07080062 -0.06794378  0.03278645 ...,  0.31436142  0.07617619
   0.12909843]
 [ 0.04871669  0.17305093  0.08388056 ...,  0.07876842 -0.31350592
   0.03453343]
 ..., 
 [-0.03847327  0.29256099 -0.08606692 ..., -0.02381117  0.11458939
   0.15476268]
 [-0.18945512 -0.03790842  0.05936099 ...,  0.09652368 -0.05513456
   0.12477804]
 [-0.10740153 -0.04314688 -0.19117591 ...,  0.20929171 -0.16151023
   0.03476829]]
final_inputs_run [[-0.00201315]
 [ 0.05925752]
 [-0.04151906]
 ..., 
 [-0.03590115]
 [-0.15412882]
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final_outputs_run [[-0.00201315]
 [ 0.05925752]
 [-0.04151906]
 ..., 
 [-0.03590115]
 [-0.15412882]
 [-0.28766047]]
Progress: 3.8% ... Training loss: 0.825 ... Validation loss: 1.277[ 0.45833873]
[-0.4318179]
[ 0.18684495]
[-0.51618586]
[-0.66745083]
[ 0.7010648]
[ 0.35522941]
[-0.40484336]
[ 1.0115537]
[-0.01698945]
[-0.05245163]
[-1.02814182]
[-0.67324129]
[-0.46857226]
[-0.08050239]
[ 0.78473683]
[-0.69498119]
[ 0.18824689]
[ 0.06617858]
[-0.25991245]
[ 0.85390889]
[-0.30143126]
[ 0.00242145]
[-0.51525602]
[ 0.32572637]
[ 0.47263185]
[-0.64359744]
[ 0.11722718]
[-0.6409956]
[ 3.28350547]
[ 0.07137981]
[-0.69762325]
[-1.02915454]
[ 1.15461306]
[ 0.47177346]
[ 0.44335723]
[ 0.21963019]
[ 1.14931919]
[-0.94780282]
[ 1.31290379]
[-0.98828954]
[-1.13607378]
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[ 1.71255339]
[-0.6135366]
[ 0.86288748]
[ 0.77949256]
[ 0.32334105]
[-0.28968172]
[-0.79743729]
[-0.73697003]
[-1.00066816]
[ 1.4743049]
[-0.56350799]
[-1.04341512]
[-0.2203214]
[ 0.54519216]
[ 0.06090994]
[ 0.27074881]
[ 1.09168411]
[-1.00095691]
[ 0.48384853]
[ 1.15729198]
[ 0.20118199]
[-0.7576452]
[-0.84739441]
[-0.66698953]
[-0.97721675]
[-1.00970747]
[ 0.95552225]
[-0.05821719]
[-0.40485799]
[-0.7438997]
[ 0.11878627]
[-0.12058703]
[-0.45449178]
[ 0.39365212]
[-1.00881617]
[-0.54789622]
[-1.23888549]
[ 0.71255976]
[ 0.50064351]
[-0.0185649]
[ 1.38330662]
[ 3.09607576]
[-0.69162258]
[-0.28164671]
[ 0.47117766]
[-0.93844613]
[-0.46808106]
[ 2.31742126]
[-0.85403584]
[-0.24648013]
[ 2.44343988]
[-0.86414929]
[ 0.11694255]
[-0.11754801]
[ 1.67672882]
[ 1.68473335]
[-0.34867331]
[ 0.5768056]
[-0.67215738]
[-0.7170005]
[ 1.65455399]
[-0.29684288]
[-1.15346747]
[-0.97978882]
[ 1.41386229]
[-0.85625129]
[-0.24740194]
[ 0.5001851]
[-0.75335225]
[-0.98491895]
[-0.34812121]
[-0.22870773]
[-0.96561465]
[ 0.57226861]
[ 1.27749752]
[-0.84483294]
[-0.61635574]
[-0.59749766]
[-0.26121989]
[-0.59916118]
[ 3.27723463]
[-0.43046036]
[ 1.10577151]
[-0.2698084]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.20600767 -0.08809863 -0.04533171 ..., -0.01972695 -0.12232459
   0.04946698]
 [ 0.07089583 -0.06791022  0.03292594 ...,  0.31431992  0.07603018
   0.12913993]
 [ 0.05053967  0.1736673   0.08665436 ...,  0.07788172 -0.31639762
   0.03539079]
 ..., 
 [-0.03814946  0.29267499 -0.0855755  ..., -0.02397037  0.11405577
   0.15490556]
 [-0.18955723 -0.03793479  0.05921212 ...,  0.0965733  -0.05500929
   0.12473222]
 [-0.10749131 -0.04317802 -0.19131054 ...,  0.2093309  -0.16134378
   0.03472725]]
final_inputs_run [[-0.23176071]
 [-0.19334006]
 [-0.20914179]
 ..., 
 [-0.21137128]
 [-0.21531923]
 [-0.11431462]]
final_outputs_run [[-0.23176071]
 [-0.19334006]
 [-0.20914179]
 ..., 
 [-0.21137128]
 [-0.21531923]
 [-0.11431462]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.20600767 -0.08809863 -0.04533171 ..., -0.01972695 -0.12232459
   0.04946698]
 [ 0.07089583 -0.06791022  0.03292594 ...,  0.31431992  0.07603018
   0.12913993]
 [ 0.05053967  0.1736673   0.08665436 ...,  0.07788172 -0.31639762
   0.03539079]
 ..., 
 [-0.03814946  0.29267499 -0.0855755  ..., -0.02397037  0.11405577
   0.15490556]
 [-0.18955723 -0.03793479  0.05921212 ...,  0.0965733  -0.05500929
   0.12473222]
 [-0.10749131 -0.04317802 -0.19131054 ...,  0.2093309  -0.16134378
   0.03472725]]
final_inputs_run [[ 0.01040553]
 [ 0.07726749]
 [-0.02269399]
 ..., 
 [-0.02089963]
 [-0.14343689]
 [-0.28106615]]
final_outputs_run [[ 0.01040553]
 [ 0.07726749]
 [-0.02269399]
 ..., 
 [-0.02089963]
 [-0.14343689]
 [-0.28106615]]
Progress: 4.0% ... Training loss: 0.822 ... Validation loss: 1.265[-0.10679745]
[ 1.32415757]
[-0.30671242]
[ 1.30314603]
[ 0.15114616]
[-1.14295983]
[-0.56126483]
[-1.09304618]
[ 0.18097499]
[-0.21013245]
[-1.05866283]
[ 0.09427958]
[-0.86219776]
[ 0.23403371]
[-0.70509493]
[ 0.64049952]
[-1.12078174]
[-0.40944251]
[-1.09073168]
[-0.67822932]
[ 0.77533299]
[-0.75942205]
[-0.00198153]
[-0.35515676]
[-0.21758297]
[-0.94878151]
[ 1.58226675]
[-0.85076614]
[-0.17778862]
[ 0.04214455]
[-0.02578261]
[-0.0479783]
[-1.25767915]
[-1.06848502]
[ 1.33509369]
[-0.85707349]
[-0.95034442]
[-0.01237977]
[-0.09071635]
[-0.84642194]
[-0.32651409]
[-0.54773184]
[-0.90955469]
[-0.93612477]
[-0.91005216]
[ 0.62911033]
[-0.69780144]
[-0.98581476]
[-1.27363294]
[-0.83604114]
[-0.12483941]
[-1.02622294]
[-0.81157818]
[ 0.36893385]
[-0.00255354]
[-1.1091951]
[-1.09908456]
[-0.22275651]
[-0.88688099]
[-0.69180768]
[-0.50048687]
[-0.06607858]
[-0.09324157]
[ 1.50070323]
[-0.23966693]
[ 0.68093781]
[-0.11098693]
[ 0.38514835]
[-0.49729858]
[-0.95624725]
[ 0.70075688]
[ 0.25146154]
[-0.12299978]
[-1.15532827]
[-0.4620772]
[-0.93509535]
[-0.54489701]
[-0.68474161]
[-0.11812102]
[ 0.82876942]
[ 0.30078841]
[-0.73641615]
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[-0.69122627]
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[ 0.51821711]
[ 1.66670966]
[ 1.65913825]
[ 1.45313497]
[-0.97082748]
[ 1.35064551]
[ 1.25141092]
[ 0.03799903]
[-0.73890502]
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[-0.16158894]
[-1.12298844]
[ 0.8132976]
[-0.72955387]
[ 0.36742752]
[-0.87834332]
[ 2.42084861]
[-0.00930501]
[ 0.20647918]
[-0.8279716]
[-0.76457916]
[ 0.93848281]
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[-0.70465984]
[-0.81097194]
[-0.69881596]
[-0.92345925]
[-0.23060008]
[-0.17153699]
[-0.99358831]
[ 0.47111674]
[ 2.49156448]
[-0.83483997]
[ 0.55419097]
[-0.50991857]
[-0.71555883]
[-0.38126485]
[ 0.53311052]
[ 1.11390194]
[-0.11616639]
[-0.59776085]
[ 0.06634203]
[ 0.44860226]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.20625745 -0.08816936 -0.0456393  ..., -0.01959889 -0.12187158
   0.04934018]
 [ 0.07072444 -0.06796882  0.03265061 ...,  0.31440473  0.07629868
   0.12905575]
 [ 0.05179826  0.17410579  0.08864322 ...,  0.0772513  -0.3184031
   0.03601526]
 ..., 
 [-0.03789848  0.29276021 -0.08520607 ..., -0.02408869  0.1136456
   0.15501344]
 [-0.18960316 -0.03794785  0.05915587 ...,  0.09659336 -0.05493643
   0.12471132]
 [-0.10780371 -0.04328457 -0.1917546  ...,  0.20948443 -0.16079649
   0.03457958]]
final_inputs_run [[-0.33225815]
 [-0.29206224]
 [-0.31366256]
 ..., 
 [-0.30700771]
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final_outputs_run [[-0.33225815]
 [-0.29206224]
 [-0.31366256]
 ..., 
 [-0.30700771]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.20625745 -0.08816936 -0.0456393  ..., -0.01959889 -0.12187158
   0.04934018]
 [ 0.07072444 -0.06796882  0.03265061 ...,  0.31440473  0.07629868
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 [ 0.05179826  0.17410579  0.08864322 ...,  0.0772513  -0.3184031
   0.03601526]
 ..., 
 [-0.03789848  0.29276021 -0.08520607 ..., -0.02408869  0.1136456
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 [-0.18960316 -0.03794785  0.05915587 ...,  0.09659336 -0.05493643
   0.12471132]
 [-0.10780371 -0.04328457 -0.1917546  ...,  0.20948443 -0.16079649
   0.03457958]]
final_inputs_run [[-0.08513122]
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 ..., 
 [-0.11185116]
 [-0.23586591]
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final_outputs_run [[-0.08513122]
 [-0.01278118]
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 ..., 
 [-0.11185116]
 [-0.23586591]
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Progress: 4.2% ... Training loss: 0.814 ... Validation loss: 1.325[-0.82880033]
[ 1.1199248]
[-0.464928]
[-0.50459022]
[ 0.22315366]
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[ 0.12093222]
[ 0.61970226]
[ 0.45770858]
[-0.54223296]
[-0.12953312]
[-0.04346725]
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[ 2.95812466]
[ 0.40137919]
[ 1.00993734]
[-0.97985048]
[ 0.1441886]
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[ 0.8359403]
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[ 1.84478322]
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[ 2.38264745]
[ 0.44078009]
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[ 1.1491728]
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[ 0.30067636]
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[ 0.96010398]
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[ 0.9823643]
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[ 1.24208735]
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[ 0.59490725]
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[ 0.99289142]
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[ 1.28616954]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.20583491 -0.08802664 -0.04500046 ..., -0.01981443 -0.12246676
   0.04952445]
 [ 0.07067205 -0.06798486  0.03256718 ...,  0.31443488  0.07639536
   0.12903172]
 [ 0.05406632  0.17481432  0.09200263 ...,  0.07604751 -0.32207912
   0.03701947]
 ..., 
 [-0.03805586  0.29270633 -0.0854334  ..., -0.02400548  0.11393657
   0.15494602]
 [-0.18951884 -0.03791759  0.05930315 ...,  0.09654506 -0.0550705
   0.12475323]
 [-0.10785767 -0.04329989 -0.19181889 ...,  0.20951989 -0.16068209
   0.03455274]]
final_inputs_run [[-0.35468716]
 [-0.31461061]
 [-0.33663086]
 ..., 
 [-0.32453652]
 [-0.32642658]
 [-0.22450238]]
final_outputs_run [[-0.35468716]
 [-0.31461061]
 [-0.33663086]
 ..., 
 [-0.32453652]
 [-0.32642658]
 [-0.22450238]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
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16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
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15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
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16848          0  
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16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.20583491 -0.08802664 -0.04500046 ..., -0.01981443 -0.12246676
   0.04952445]
 [ 0.07067205 -0.06798486  0.03256718 ...,  0.31443488  0.07639536
   0.12903172]
 [ 0.05406632  0.17481432  0.09200263 ...,  0.07604751 -0.32207912
   0.03701947]
 ..., 
 [-0.03805586  0.29270633 -0.0854334  ..., -0.02400548  0.11393657
   0.15494602]
 [-0.18951884 -0.03791759  0.05930315 ...,  0.09654506 -0.0550705
   0.12475323]
 [-0.10785767 -0.04329989 -0.19181889 ...,  0.20951989 -0.16068209
   0.03455274]]
final_inputs_run [[-0.09834468]
 [-0.02152607]
 [-0.11592069]
 ..., 
 [-0.12411154]
 [-0.25146006]
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final_outputs_run [[-0.09834468]
 [-0.02152607]
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 ..., 
 [-0.12411154]
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Progress: 4.4% ... Training loss: 0.811 ... Validation loss: 1.332[-0.44850942]
[-0.71548342]
[ 1.34929515]
[ 1.42929258]
[ 1.11523413]
[-0.60839559]
[ 0.01775867]
[-0.60460612]
[ 0.1266512]
[ 1.9650145]
[ 3.54406411]
[ 3.02444094]
[ 1.061976]
[ 1.12454913]
[-0.07983895]
[-0.33708801]
[-0.69541523]
[-0.44549499]
[-0.23464334]
[ 0.82284443]
[ 0.57316225]
[ 3.50748412]
[-0.52401969]
[ 0.05740315]
[ 0.20141193]
[ 0.58628144]
[ 0.99033462]
[-0.64805421]
[-0.8121529]
[-0.79991556]
[-0.98983613]
[ 0.99480333]
[-0.7199818]
[-0.80395481]
[-0.64670442]
[ 1.42614805]
[-0.59889633]
[-0.61180053]
[ 0.52767315]
[ 0.72536856]
[-0.7611914]
[ 0.10758111]
[ 0.05441846]
[ 1.51197283]
[ 1.82397107]
[-0.89988734]
[-0.77075749]
[ 0.06778848]
[ 0.68743635]
[-0.76848124]
[ 0.62625294]
[ 2.37541724]
[-0.02028011]
[ 0.48583694]
[ 0.1157645]
[-0.86746033]
[ 0.65305869]
[-0.69166984]
[-0.91254472]
[-0.92257779]
[-0.63784155]
[ 0.89835766]
[-0.16630777]
[-0.66738071]
[-0.72761664]
[-0.72761664]
[-0.5274597]
[ 1.78378745]
[ 0.21803054]
[-0.29928056]
[ 1.40386874]
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[ 0.9508347]
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[ 1.34174133]
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[ 0.21043754]
[ 1.74874019]
[-0.01664065]
[ 0.32241515]
[-0.86585033]
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[ 2.1778265]
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[ 0.6626761]
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[ 1.28238957]
[-0.78171802]
[ 0.83079081]
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[ 0.15128108]
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[ 1.53609628]
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[ 0.71158055]
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[ 0.35117701]
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[-0.40906012]
[ 0.17621636]
[-0.65861118]
[-0.69435856]
[ 1.49102287]
[ 2.08066317]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.20410819 -0.08744765 -0.04227096 ..., -0.02075829 -0.1254561
   0.05029739]
 [ 0.0708251  -0.06793213  0.03281293 ...,  0.31435042  0.07613426
   0.12910008]
 [ 0.05714926  0.17581194  0.09664903 ...,  0.07441493 -0.32714969
   0.03835601]
 ..., 
 [-0.03798065  0.29272596 -0.0853181  ..., -0.02404497  0.11382583
   0.1549769 ]
 [-0.18953614 -0.037925    0.05927594 ...,  0.09655646 -0.0549999
   0.12474327]
 [-0.10781034 -0.04328509 -0.19174467 ...,  0.20949351 -0.16075454
   0.03457359]]
final_inputs_run [[-0.28277444]
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 ..., 
 [-0.24807179]
 [-0.25086227]
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final_outputs_run [[-0.28277444]
 [-0.24487648]
 [-0.26136849]
 ..., 
 [-0.24807179]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.20410819 -0.08744765 -0.04227096 ..., -0.02075829 -0.1254561
   0.05029739]
 [ 0.0708251  -0.06793213  0.03281293 ...,  0.31435042  0.07613426
   0.12910008]
 [ 0.05714926  0.17581194  0.09664903 ...,  0.07441493 -0.32714969
   0.03835601]
 ..., 
 [-0.03798065  0.29272596 -0.0853181  ..., -0.02404497  0.11382583
   0.1549769 ]
 [-0.18953614 -0.037925    0.05927594 ...,  0.09655646 -0.0549999
   0.12474327]
 [-0.10781034 -0.04328509 -0.19174467 ...,  0.20949351 -0.16075454
   0.03457359]]
final_inputs_run [[-0.01138669]
 [ 0.06920005]
 [-0.02701408]
 ..., 
 [-0.03886067]
 [-0.17192899]
 [-0.31719733]]
final_outputs_run [[-0.01138669]
 [ 0.06920005]
 [-0.02701408]
 ..., 
 [-0.03886067]
 [-0.17192899]
 [-0.31719733]]
Progress: 4.6% ... Training loss: 0.806 ... Validation loss: 1.266[-0.48683224]
[-0.53889065]
[ 0.11704554]
[ 1.19920682]
[ 0.15666945]
[-0.4860801]
[-0.27451476]
[-0.12855681]
[-0.48340055]
[-0.344816]
[-0.4682594]
[ 0.20873642]
[-0.19035316]
[-0.35550357]
[ 1.1858929]
[-0.0083974]
[-0.32837053]
[ 0.87577194]
[ 1.1846817]
[-0.42374487]
[-0.85650794]
[ 0.2918881]
[ 0.01437169]
[ 0.79203567]
[-0.12991027]
[-0.10786101]
[ 0.78139871]
[-1.03170661]
[ 0.80760249]
[-0.9053699]
[-0.550665]
[-0.73236177]
[-1.02221274]
[-0.73471963]
[-0.94658784]
[-0.20514248]
[ 0.73928053]
[ 2.11478844]
[-0.60696193]
[-0.12563414]
[-0.71090768]
[-0.26862212]
[-0.91628951]
[-0.32620805]
[-0.70251963]
[-0.01685114]
[-0.05066619]
[-0.16163803]
[-0.7283234]
[-0.75902957]
[-0.39009135]
[-0.69527207]
[ 0.31993428]
[-0.24051731]
[ 0.41459615]
[-0.41045368]
[ 0.2387366]
[-0.40557456]
[-0.64370102]
[ 0.93595009]
[ 0.74767994]
[-0.86579182]
[ 1.01042615]
[-0.69308717]
[ 1.26086278]
[ 0.09001244]
[ 0.73093885]
[-0.44388637]
[-0.50976701]
[ 1.94824625]
[ 2.66309141]
[ 0.66837274]
[ 2.4143131]
[-1.17294514]
[-0.69572091]
[-0.70335365]
[-1.24670464]
[-0.06043936]
[ 0.23315081]
[ 0.12275079]
[-0.02738091]
[ 0.06826735]
[-0.88980662]
[-0.48415671]
[-0.02014914]
[-0.07238202]
[ 0.36259078]
[-0.24501841]
[ 0.44471588]
[ 0.78468533]
[-0.29487358]
[-0.13202458]
[-0.87219726]
[ 1.23767897]
[-0.14254486]
[ 0.12218979]
[ 1.46640478]
[ 0.32728828]
[-0.72282155]
[-0.6930282]
[ 0.31419123]
[ 1.20234728]
[ 0.51033315]
[ 1.51573958]
[-0.36549538]
[ 0.80816433]
[ 0.73190204]
[ 1.62424633]
[-0.37752406]
[-0.45834739]
[-0.8081769]
[-0.18105895]
[-0.17648756]
[ 0.72844664]
[-0.22595583]
[-0.7340723]
[-0.37613369]
[-0.44734261]
[-0.3322896]
[ 1.20341342]
[-0.85698389]
[-0.1777783]
[-0.51051193]
[-0.80930902]
[-0.62283887]
[-1.14447239]
[-0.22883657]
[-1.15643762]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.20360637 -0.0872585  -0.04158532 ..., -0.02100317 -0.12616159
   0.05052791]
 [ 0.07078617 -0.06794338  0.0327656  ...,  0.31436517  0.07618505
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 [ 0.05891482  0.17642849  0.09921367 ...,  0.07355354 -0.32992817
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 ..., 
 [-0.03805995  0.29269353 -0.0854465  ..., -0.02400743  0.11397331
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 [-0.18959075 -0.03794208  0.05918615 ...,  0.09658527 -0.05490135
   0.12471493]
 [-0.10785132 -0.04329483 -0.19176118 ...,  0.20950905 -0.16067315
   0.03455942]]
final_inputs_run [[-0.30228432]
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 ..., 
 [-0.26280586]
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final_outputs_run [[-0.30228432]
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 ..., 
 [-0.26280586]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
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16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
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15450          0  
15451          0  
15452          0  
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15454          0  
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15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.20360637 -0.0872585  -0.04158532 ..., -0.02100317 -0.12616159
   0.05052791]
 [ 0.07078617 -0.06794338  0.0327656  ...,  0.31436517  0.07618505
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 [ 0.05891482  0.17642849  0.09921367 ...,  0.07355354 -0.32992817
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 ..., 
 [-0.03805995  0.29269353 -0.0854465  ..., -0.02400743  0.11397331
   0.15494016]
 [-0.18959075 -0.03794208  0.05918615 ...,  0.09658527 -0.05490135
   0.12471493]
 [-0.10785132 -0.04329483 -0.19176118 ...,  0.20950905 -0.16067315
   0.03455942]]
final_inputs_run [[-0.02299244]
 [ 0.06074977]
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 ..., 
 [-0.0491244 ]
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final_outputs_run [[-0.02299244]
 [ 0.06074977]
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 ..., 
 [-0.0491244 ]
 [-0.18476602]
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Progress: 4.8% ... Training loss: 0.802 ... Validation loss: 1.271[-0.18055313]
[ 0.12364466]
[-0.91106558]
[-0.31227325]
[-0.54258994]
[-0.67768722]
[-0.01499614]
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[ 0.65473577]
[ 1.84081351]
[-0.86744881]
[ 0.9926014]
[ 0.04182564]
[ 0.24161937]
[-1.13189155]
[-0.02228052]
[ 0.44604784]
[ 0.34512569]
[-0.05935278]
[ 2.34696135]
[ 1.06386157]
[-0.54510915]
[-1.13796362]
[-1.2812754]
[-0.67393377]
[-0.65728774]
[-0.16454647]
[-0.30530662]
[ 0.11011237]
[-0.73955665]
[-0.13511867]
[-0.62164576]
[ 0.56965991]
[-0.39526265]
[-0.48130288]
[ 0.31763408]
[ 0.6516189]
[-1.26921031]
[ 0.02722369]
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[ 1.47728116]
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[ 0.06847964]
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[ 0.54274754]
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[ 1.31219484]
[ 2.66305305]
[-0.45675297]
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[ 0.61652658]
[ 0.34512569]
[ 0.05360924]
[ 1.14289272]
[-1.01844231]
[ 0.75637664]
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[ 1.03813829]
[ 1.73303485]
[-0.64270826]
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[-0.3855631]
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[ 0.86761807]
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[ 1.66480617]
[ 0.99472683]
[ 2.48720228]
[-0.86630396]
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[ 0.42987712]
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[ 0.7002518]
[ 0.14502093]
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[ 3.17875774]
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[ 1.95633593]
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[ 0.36207866]
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[ 0.31755426]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.20281987 -0.08697524 -0.04040375 ..., -0.02138218 -0.12738277
   0.05087302]
 [ 0.0706405  -0.06799803  0.03253246 ...,  0.31443792  0.07643978
   0.12901853]
 [ 0.0603851   0.17694173  0.10137206 ...,  0.07283958 -0.33223763
   0.03986682]
 ..., 
 [-0.03768457  0.29283205 -0.08487055 ..., -0.02419306  0.11333042
   0.15510115]
 [-0.1895135  -0.03791691  0.05931078 ...,  0.09654547 -0.05499611
   0.12475418]
 [-0.10786702 -0.04329807 -0.19177566 ...,  0.2095166  -0.16063218
   0.03455256]]
final_inputs_run [[-0.31240098]
 [-0.27413325]
 [-0.29141235]
 ..., 
 [-0.26930159]
 [-0.271745  ]
 [-0.16342932]]
final_outputs_run [[-0.31240098]
 [-0.27413325]
 [-0.29141235]
 ..., 
 [-0.26930159]
 [-0.271745  ]
 [-0.16342932]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
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16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
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16864          0  
16865          0  
16866          0  
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16868          0  
16869          0  
16870          0  
16871          0  
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16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.20281987 -0.08697524 -0.04040375 ..., -0.02138218 -0.12738277
   0.05087302]
 [ 0.0706405  -0.06799803  0.03253246 ...,  0.31443792  0.07643978
   0.12901853]
 [ 0.0603851   0.17694173  0.10137206 ...,  0.07283958 -0.33223763
   0.03986682]
 ..., 
 [-0.03768457  0.29283205 -0.08487055 ..., -0.02419306  0.11333042
   0.15510115]
 [-0.1895135  -0.03791691  0.05931078 ...,  0.09654547 -0.05499611
   0.12475418]
 [-0.10786702 -0.04329807 -0.19177566 ...,  0.2095166  -0.16063218
   0.03455256]]
final_inputs_run [[-0.02691369]
 [ 0.05858998]
 [-0.03574905]
 ..., 
 [-0.05234185]
 [-0.19000663]
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final_outputs_run [[-0.02691369]
 [ 0.05858998]
 [-0.03574905]
 ..., 
 [-0.05234185]
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Progress: 5.0% ... Training loss: 0.799 ... Validation loss: 1.270[-0.17926499]
[-0.30705165]
[-0.24534687]
[ 0.26722717]
[-0.96464115]
[ 0.51127309]
[-0.73999105]
[-0.73025822]
[ 0.95965705]
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[-0.71340269]
[-0.58015958]
[ 0.30161118]
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[-1.09458225]
[-1.01464261]
[ 1.32965292]
[ 1.07117327]
[-0.866315]
[ 1.10496751]
[ 0.13919412]
[ 0.06033926]
[-0.20374454]
[ 0.83852259]
[-0.81867971]
[ 0.44015082]
[-0.77403048]
[-0.51848722]
[-0.6542959]
[-0.52520528]
[ 1.21959707]
[-0.27493235]
[ 0.09355676]
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[ 0.92030225]
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[-0.41730997]
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[ 1.10784939]
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[ 0.00826284]
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[-0.65791499]
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[ 0.40433244]
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[ 0.27753764]
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[-0.57334343]
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[ 2.25488243]
[-0.87679525]
[ 1.75779702]
[ 0.62569602]
[-0.43680437]
[ 0.50214527]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
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15416          0  
15417          0  
15418          0  
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15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.20263214 -0.08690884 -0.04012713 ..., -0.02146091 -0.12757591
   0.05094686]
 [ 0.07054032 -0.0680335   0.0323799  ...,  0.314486    0.07659442
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 [ 0.0626849   0.1777788   0.1049276  ...,  0.0716868  -0.33597094
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 ..., 
 [-0.03819699  0.29264975 -0.08567736 ..., -0.02393778  0.11416918
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 [-0.18960761 -0.03794997  0.05916706 ...,  0.09659178 -0.05484256
   0.12470745]
 [-0.10795678 -0.04332934 -0.19189169 ...,  0.20955931 -0.16044446
   0.03451002]]
final_inputs_run [[-0.3635604 ]
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 ..., 
 [-0.31572508]
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final_outputs_run [[-0.3635604 ]
 [-0.32442237]
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 ..., 
 [-0.31572508]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.20263214 -0.08690884 -0.04012713 ..., -0.02146091 -0.12757591
   0.05094686]
 [ 0.07054032 -0.0680335   0.0323799  ...,  0.314486    0.07659442
   0.12897176]
 [ 0.0626849   0.1777788   0.1049276  ...,  0.0716868  -0.33597094
   0.04096509]
 ..., 
 [-0.03819699  0.29264975 -0.08567736 ..., -0.02393778  0.11416918
   0.15486183]
 [-0.18960761 -0.03794997  0.05916706 ...,  0.09659178 -0.05484256
   0.12470745]
 [-0.10795678 -0.04332934 -0.19189169 ...,  0.20955931 -0.16044446
   0.03451002]]
final_inputs_run [[-0.07076164]
 [ 0.01802771]
 [-0.07415381]
 ..., 
 [-0.09524054]
 [-0.23510903]
 [-0.38459445]]
final_outputs_run [[-0.07076164]
 [ 0.01802771]
 [-0.07415381]
 ..., 
 [-0.09524054]
 [-0.23510903]
 [-0.38459445]]
Progress: 5.2% ... Training loss: 0.793 ... Validation loss: 1.299[-0.14379117]
[-0.36242971]
[-0.21799611]
[-0.92725297]
[-0.78041401]
[ 0.05376684]
[ 0.16537993]
[-0.71768398]
[ 0.24507547]
[-0.35545959]
[-0.76872056]
[ 1.5051567]
[ 0.13329994]
[ 0.47429041]
[ 0.24114456]
[-0.29128456]
[-0.56734574]
[-0.54738737]
[ 0.43724343]
[-0.28854729]
[-0.64837028]
[ 1.55037746]
[-0.45161826]
[-0.31388879]
[-0.95019312]
[-0.69802155]
[-0.64198212]
[ 0.16385486]
[-0.25721295]
[ 0.08396335]
[-0.11623571]
[ 0.66544148]
[ 1.01791606]
[-0.61317081]
[-0.79890612]
[ 1.25641312]
[-0.64157445]
[-0.90465103]
[-0.28331759]
[ 0.2540055]
[ 1.66238767]
[-0.61107564]
[ 0.5601081]
[ 0.47264411]
[ 0.35624089]
[ 0.7135031]
[-0.69863393]
[-0.76706621]
[-0.60713931]
[ 0.14972236]
[-0.90987505]
[-0.49849886]
[ 0.60882145]
[-0.43356936]
[ 0.01564584]
[-0.10221796]
[-0.37638787]
[ 2.10477722]
[-0.59318228]
[-0.16468212]
[-0.55598336]
[ 1.4943188]
[ 0.60485383]
[ 0.90022158]
[-0.41215908]
[-0.70251882]
[-0.47212723]
[ 1.18403503]
[-0.62398817]
[-0.19463113]
[-0.95386175]
[ 0.7711739]
[-0.50784555]
[ 0.7162693]
[-0.1775946]
[ 0.96925339]
[ 0.21593417]
[-0.54567417]
[ 1.25555664]
[ 0.92399105]
[-1.008177]
[ 0.59667226]
[-0.12184661]
[-0.22102886]
[-0.84405146]
[-0.53448302]
[ 0.29148195]
[-0.75208228]
[-0.25255772]
[-0.49345231]
[-0.05650399]
[ 0.43995594]
[ 0.68222133]
[ 0.2274975]
[-1.27512379]
[-0.71010962]
[ 0.1672816]
[ 0.53733352]
[-0.22211599]
[-0.91982647]
[-0.46386465]
[-0.73388033]
[-0.54689492]
[-0.17445467]
[-0.11176022]
[ 0.2921513]
[-0.0390198]
[-1.04737326]
[ 1.3645162]
[ 0.57621253]
[-0.62739231]
[-0.68666424]
[-0.79350087]
[-0.75744848]
[-0.82491296]
[-0.42689177]
[-0.74753643]
[ 0.90024981]
[ 0.16907513]
[ 0.12555623]
[-0.69345247]
[ 1.36475183]
[ 0.75819359]
[-1.02138488]
[-1.20407284]
[-0.75561461]
[-0.64088851]
[-0.32076824]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
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21             0          0          0          0          0          0   
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23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
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26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
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15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
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15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.20254298 -0.08687345 -0.0399912  ..., -0.02149923 -0.12764722
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 [ 0.07054032 -0.0680335   0.0323799  ...,  0.314486    0.07659442
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 ..., 
 [-0.03832072  0.29260409 -0.08587249 ..., -0.02387704  0.11438408
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 [-0.18971089 -0.03798691  0.05902088 ...,  0.09664468 -0.05464221
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 [-0.10826529 -0.04343547 -0.19236244 ...,  0.20971591 -0.15990944
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final_inputs_run [[-0.41649286]
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 ..., 
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final_outputs_run [[-0.41649286]
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 ..., 
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
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16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
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16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
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16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
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15454          0  
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15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.20254298 -0.08687345 -0.0399912  ..., -0.02149923 -0.12764722
   0.05097847]
 [ 0.07054032 -0.0680335   0.0323799  ...,  0.314486    0.07659442
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 [ 0.06402458  0.1782361   0.10694319 ...,  0.07099305 -0.33817303
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 ..., 
 [-0.03832072  0.29260409 -0.08587249 ..., -0.02387704  0.11438408
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 [-0.18971089 -0.03798691  0.05902088 ...,  0.09664468 -0.05464221
   0.12466075]
 [-0.10826529 -0.04343547 -0.19236244 ...,  0.20971591 -0.15990944
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final_inputs_run [[-0.11726889]
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 ..., 
 [-0.13865601]
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final_outputs_run [[-0.11726889]
 [-0.02375883]
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 ..., 
 [-0.13865601]
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Progress: 5.4% ... Training loss: 0.792 ... Validation loss: 1.332[ 0.16351517]
[-1.22768105]
[-0.66884067]
[-0.87160843]
[-0.05720379]
[-0.86612696]
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[ 1.45644085]
[ 0.17769334]
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[ 0.02432862]
[ 1.60741721]
[-0.74748408]
[ 1.85859582]
[ 3.20574817]
[-1.07187725]
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[ 0.99734543]
[ 0.8061066]
[-0.7678388]
[ 0.18068076]
[-0.96813395]
[-0.6993678]
[-0.99350622]
[ 0.49941946]
[ 0.24247755]
[ 1.42258289]
[ 2.90656009]
[ 1.13828179]
[-0.72020995]
[ 0.13115397]
[ 0.59865322]
[-0.66846328]
[-0.83760395]
[ 2.53498874]
[-0.907801]
[-0.77810254]
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[ 1.56435561]
[ 0.72640083]
[ 0.42664704]
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[ 0.18687476]
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[ 0.28253863]
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[ 0.289711]
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[ 0.31032194]
[ 0.02303192]
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[ 0.35607325]
[ 0.86132885]
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[ 1.39824648]
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[-0.65357988]
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[ 1.88493051]
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[ 0.08930871]
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[ 0.09607638]
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[ 0.54322593]
[ 0.04333024]
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[ 1.53338672]
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[ 0.21842003]
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[ 2.06902442]
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[ 1.21469061]
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[ 2.23096702]
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[ 2.99007856]
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[-0.20429551]
[ 0.15238973]
[-0.15743348]
[-0.57066778]
[ 0.32227928]
[ 3.33459092]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.20170258 -0.08658334 -0.03859237 ..., -0.02195265 -0.12899461
   0.05134504]
 [ 0.0704173  -0.06807997  0.03216297 ...,  0.31455372  0.07682692
   0.12891087]
 [ 0.06603769  0.17893178  0.11010415 ...,  0.06989794 -0.34154572
   0.04249124]
 ..., 
 [-0.03842016  0.29257082 -0.08601784 ..., -0.02382206  0.11455599
   0.15476056]
 [-0.18955575 -0.03792883  0.05927774 ...,  0.09655651 -0.05492405
   0.12473226]
 [-0.10789401 -0.04331179 -0.19174479 ...,  0.209521   -0.16043881
   0.03453232]]
final_inputs_run [[-0.40603342]
 [-0.36695014]
 [-0.38743796]
 ..., 
 [-0.35067597]
 [-0.35144911]
 [-0.23896824]]
final_outputs_run [[-0.40603342]
 [-0.36695014]
 [-0.38743796]
 ..., 
 [-0.35067597]
 [-0.35144911]
 [-0.23896824]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
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16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.20170258 -0.08658334 -0.03859237 ..., -0.02195265 -0.12899461
   0.05134504]
 [ 0.0704173  -0.06807997  0.03216297 ...,  0.31455372  0.07682692
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 [ 0.06603769  0.17893178  0.11010415 ...,  0.06989794 -0.34154572
   0.04249124]
 ..., 
 [-0.03842016  0.29257082 -0.08601784 ..., -0.02382206  0.11455599
   0.15476056]
 [-0.18955575 -0.03792883  0.05927774 ...,  0.09655651 -0.05492405
   0.12473226]
 [-0.10789401 -0.04331179 -0.19174479 ...,  0.209521   -0.16043881
   0.03453232]]
final_inputs_run [[-0.09702403]
 [ 0.00147858]
 [-0.08782799]
 ..., 
 [-0.11637639]
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final_outputs_run [[-0.09702403]
 [ 0.00147858]
 [-0.08782799]
 ..., 
 [-0.11637639]
 [-0.26326894]
 [-0.41706624]]
Progress: 5.6% ... Training loss: 0.786 ... Validation loss: 1.311[ 1.53261055]
[-0.34818267]
[-0.59373642]
[-0.34438286]
[-0.58707964]
[ 1.71568852]
[ 0.12976385]
[ 0.33368345]
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[ 0.0792357]
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[ 0.45472122]
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[ 0.07150069]
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[ 1.06818735]
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[ 0.12484165]
[-0.82636705]
[-0.20564939]
[ 0.58679272]
[ 1.31053985]
[ 0.10682855]
[-0.60591071]
[-0.46850312]
[ 0.20062887]
[ 0.10948285]
[-0.25782578]
[-0.20930008]
[-0.74503719]
[-0.77850003]
[-0.95991618]
[-0.88269392]
[-0.89492082]
[ 0.18897298]
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[-0.16049536]
[ 1.37510757]
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[ 1.04635845]
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[ 1.12949461]
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[ 1.41639401]
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[ 1.0065683]
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[ 1.06964218]
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[ 0.01570582]
[ 0.08391827]
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[ 2.19445794]
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[ 0.1638724]
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[ 1.98393078]
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[ 0.64482725]
[-0.3380119]
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[ 3.34208812]
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[-0.59896962]
[-0.13415568]
[ 1.20296851]
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[ 0.22047958]
[ 0.26263016]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.20061859 -0.08618083 -0.03685307 ..., -0.02250876 -0.13080445
   0.05182622]
 [ 0.07044326 -0.06807154  0.03219787 ...,  0.31454438  0.07678206
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 [ 0.06829158  0.17977313  0.11362098 ...,  0.06870831 -0.34540802
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 ..., 
 [-0.03854425  0.29253253 -0.08619276 ..., -0.02376263  0.1147609
   0.15470396]
 [-0.18922664 -0.03780668  0.05979135 ...,  0.09638681 -0.05547065
   0.12487854]
 [-0.10779332 -0.04327364 -0.19157954 ...,  0.20947015 -0.16060324
   0.03457639]]
final_inputs_run [[-0.37425426]
 [-0.33615017]
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 ..., 
 [-0.31514389]
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 [-0.20053776]]
final_outputs_run [[-0.37425426]
 [-0.33615017]
 [-0.35384194]
 ..., 
 [-0.31514389]
 [-0.31601503]
 [-0.20053776]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.20061859 -0.08618083 -0.03685307 ..., -0.02250876 -0.13080445
   0.05182622]
 [ 0.07044326 -0.06807154  0.03219787 ...,  0.31454438  0.07678206
   0.12892104]
 [ 0.06829158  0.17977313  0.11362098 ...,  0.06870831 -0.34540802
   0.04351996]
 ..., 
 [-0.03854425  0.29253253 -0.08619276 ..., -0.02376263  0.1147609
   0.15470396]
 [-0.18922664 -0.03780668  0.05979135 ...,  0.09638681 -0.05547065
   0.12487854]
 [-0.10779332 -0.04327364 -0.19157954 ...,  0.20947015 -0.16060324
   0.03457639]]
final_inputs_run [[-0.05496135]
 [ 0.04598144]
 [-0.04416799]
 ..., 
 [-0.07627912]
 [-0.226907  ]
 [-0.38289482]]
final_outputs_run [[-0.05496135]
 [ 0.04598144]
 [-0.04416799]
 ..., 
 [-0.07627912]
 [-0.226907  ]
 [-0.38289482]]
Progress: 5.8% ... Training loss: 0.782 ... Validation loss: 1.276[-0.28193979]
[ 0.57466816]
[-0.92439704]
[-0.65298758]
[-0.5019415]
[-0.80843164]
[-0.84767019]
[-0.09791733]
[ 1.46071796]
[ 0.08526404]
[-0.22946348]
[ 0.10524427]
[ 0.68398849]
[-0.7938602]
[-0.50831515]
[ 1.31378137]
[-1.0938678]
[ 0.10375764]
[ 1.26116187]
[-0.13974681]
[-0.04674204]
[ 0.07416673]
[ 0.57421118]
[-0.90452504]
[-1.12383332]
[-0.21492569]
[ 0.15424944]
[-0.95840408]
[-0.49345094]
[-0.90684476]
[ 0.6038473]
[ 0.5719112]
[ 1.21778817]
[-0.82706662]
[-0.61146217]
[ 2.47308172]
[-0.18031553]
[-0.17832033]
[-0.35141238]
[-0.60776394]
[-0.27017487]
[ 0.74517597]
[-0.05938853]
[-0.12857017]
[ 1.28863609]
[ 0.05908007]
[-1.03463193]
[-0.79911633]
[ 1.23604508]
[ 0.03849447]
[ 1.18358304]
[-0.48460295]
[-0.51971732]
[ 0.22281327]
[-0.98720222]
[ 1.01046182]
[-0.22443109]
[ 0.97627325]
[ 0.16909275]
[-0.69448558]
[-0.48199198]
[-0.56636735]
[-1.16361397]
[ 0.19181379]
[-0.28909522]
[ 0.02791038]
[-0.46242469]
[-0.02568097]
[ 1.10547411]
[ 0.45340796]
[ 0.73574513]
[-0.64781586]
[ 0.14864733]
[ 0.37681823]
[-0.83245852]
[-0.71813524]
[-0.63121894]
[-0.68816091]
[-1.0062856]
[-0.51135646]
[-0.66149604]
[ 0.81474393]
[-0.09378539]
[ 0.09443028]
[-0.97473366]
[-0.76258068]
[-0.47702947]
[-0.35475505]
[-0.54050275]
[-0.12971136]
[-0.04288541]
[-1.10777587]
[-0.43482739]
[ 0.58649486]
[-0.00011021]
[-0.63955929]
[-0.37525468]
[-0.32554081]
[-0.56043016]
[-0.87215947]
[-1.01109118]
[-0.95897813]
[ 0.16212936]
[-0.16147317]
[-0.20645411]
[-0.23423998]
[ 1.95071633]
[ 0.22566346]
[-0.65820043]
[-0.854652]
[-0.44747342]
[ 1.04801859]
[-0.43979299]
[ 0.92034575]
[-0.50742617]
[ 1.28424599]
[-1.08142818]
[ 2.01065439]
[ 0.0612347]
[-1.17804764]
[ 0.53907533]
[ 0.33294934]
[ 1.22872553]
[-0.62384397]
[-1.01495241]
[ 2.39503952]
[ 0.0471089]
[ 2.05933789]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.20026138 -0.08602282 -0.03623262 ..., -0.0227015  -0.13138348
   0.05201009]
 [ 0.07038664 -0.06809233  0.03210938 ...,  0.31457222  0.07687904
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 [ 0.06968753  0.18029675  0.11579635 ...,  0.06800935 -0.34777735
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 ..., 
 [-0.03879603  0.292441   -0.08656589 ..., -0.02364673  0.11520381
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 [-0.1893407  -0.03784976  0.05962513 ...,  0.09644523 -0.05526353
   0.12482206]
 [-0.10755257 -0.04318016 -0.19120162 ...,  0.20934872 -0.16099841
   0.03469169]]
final_inputs_run [[-0.417581  ]
 [-0.37923168]
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 ..., 
 [-0.35381534]
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final_outputs_run [[-0.417581  ]
 [-0.37923168]
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 ..., 
 [-0.35381534]
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 [-0.23833908]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
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16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
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15456          0  
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15459          0  
15460          0  
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15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
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16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.20026138 -0.08602282 -0.03623262 ..., -0.0227015  -0.13138348
   0.05201009]
 [ 0.07038664 -0.06809233  0.03210938 ...,  0.31457222  0.07687904
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 [ 0.06968753  0.18029675  0.11579635 ...,  0.06800935 -0.34777735
   0.04419203]
 ..., 
 [-0.03879603  0.292441   -0.08656589 ..., -0.02364673  0.11520381
   0.15459337]
 [-0.1893407  -0.03784976  0.05962513 ...,  0.09644523 -0.05526353
   0.12482206]
 [-0.10755257 -0.04318016 -0.19120162 ...,  0.20934872 -0.16099841
   0.03469169]]
final_inputs_run [[-0.09168197]
 [ 0.01449342]
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 ..., 
 [-0.11019053]
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final_outputs_run [[-0.09168197]
 [ 0.01449342]
 [-0.07324747]
 ..., 
 [-0.11019053]
 [-0.26311425]
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Progress: 6.0% ... Training loss: 0.779 ... Validation loss: 1.300[-0.6048482]
[-0.41229719]
[-0.49725133]
[-0.01833078]
[-0.36545084]
[-0.67674883]
[ 0.12144874]
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[ 1.64637911]
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[ 0.81341886]
[ 1.00554009]
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[ 0.92769833]
[-0.41183339]
[ 1.35434856]
[-0.08012677]
[-0.07141238]
[-0.30173871]
[-0.82920658]
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[ 1.45912319]
[ 0.17976604]
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[ 0.00350999]
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[ 0.32386702]
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[ 0.61846217]
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[ 0.467297]
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[ 0.5413981]
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[ 1.62350301]
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[ 1.17030127]
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[ 0.75689611]
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[ 0.11693515]
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[ 0.1279039]
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[ 3.03292212]
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[ 0.13748359]
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[ 0.40438866]
[-0.95070013]
[ 1.89935622]
[-0.97112177]
[-0.83199413]
[ 3.4447802]
[-0.35834525]
[ 3.31590186]
[-0.66638895]
[ 0.73615473]
[ 0.04505483]
[-0.10924837]
[ 0.24147233]
[ 1.54843085]
[ 1.15173894]
[-0.7040618]
[-0.56618354]
[ 0.9475618]
[-0.63814451]
[ 1.05807563]
[ 0.83619225]
[ 1.42808197]
[-0.99474701]
[-0.54258335]
[-0.83604643]
[ 0.01895768]
[-0.41617005]
[-0.86437018]
[ 0.30696394]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.19937523 -0.08567784 -0.03484871 ..., -0.02315672 -0.13291439
   0.05241588]
 [ 0.07050537 -0.06804589  0.03230027 ...,  0.31451199  0.07667143
   0.12895039]
 [ 0.07202294  0.18117128  0.11937719 ...,  0.06680866 -0.35176858
   0.04526654]
 ..., 
 [-0.03880991  0.29244129 -0.08653885 ..., -0.0236452   0.115191
   0.15459074]
 [-0.18944005 -0.03788664  0.05947044 ...,  0.09649752 -0.05507417
   0.12477198]
 [-0.10743397 -0.04313875 -0.19103925 ...,  0.20929343 -0.16116186
   0.03474292]]
final_inputs_run [[-0.40759032]
 [-0.36982929]
 [-0.38826953]
 ..., 
 [-0.33762362]
 [-0.33817964]
 [-0.22039794]]
final_outputs_run [[-0.40759032]
 [-0.36982929]
 [-0.38826953]
 ..., 
 [-0.33762362]
 [-0.33817964]
 [-0.22039794]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
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16847          0  
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16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
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16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.19937523 -0.08567784 -0.03484871 ..., -0.02315672 -0.13291439
   0.05241588]
 [ 0.07050537 -0.06804589  0.03230027 ...,  0.31451199  0.07667143
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 [ 0.07202294  0.18117128  0.11937719 ...,  0.06680866 -0.35176858
   0.04526654]
 ..., 
 [-0.03880991  0.29244129 -0.08653885 ..., -0.0236452   0.115191
   0.15459074]
 [-0.18944005 -0.03788664  0.05947044 ...,  0.09649752 -0.05507417
   0.12477198]
 [-0.10743397 -0.04313875 -0.19103925 ...,  0.20929343 -0.16116186
   0.03474292]]
final_inputs_run [[-0.07080693]
 [ 0.03747621]
 [-0.05010319]
 ..., 
 [-0.08953608]
 [-0.24563587]
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final_outputs_run [[-0.07080693]
 [ 0.03747621]
 [-0.05010319]
 ..., 
 [-0.08953608]
 [-0.24563587]
 [-0.40484704]]
Progress: 6.2% ... Training loss: 0.775 ... Validation loss: 1.282[-0.5455447]
[-0.00066758]
[-0.33670608]
[-0.27766668]
[ 0.22039066]
[-0.75717835]
[-0.0594257]
[ 0.23290035]
[ 0.97110987]
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[ 0.01591266]
[ 0.16200147]
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[-0.41632632]
[-0.44388839]
[-0.21410932]
[ 0.10740426]
[ 1.85813402]
[ 0.38596671]
[ 0.21633232]
[-1.07332069]
[-0.11779306]
[ 0.84102227]
[-0.80250692]
[-0.42898466]
[-0.69923228]
[-0.64943245]
[-0.6630594]
[-0.78148832]
[ 0.60507748]
[ 0.97110987]
[-0.56652721]
[-0.773479]
[-0.00988581]
[-0.61950599]
[-0.79074224]
[-0.80300061]
[ 0.62203728]
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[ 0.34180142]
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[ 1.16406994]
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[ 1.59057157]
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[ 0.66304989]
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[ 0.54534253]
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[-0.67942396]
[-0.77925483]
[ 1.01899229]
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[ 1.14777029]
[-0.57352231]
[ 0.00988493]
[ 2.12514995]
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[ 2.36032263]
[ 0.50459293]
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[ 0.2951954]
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[ 1.56058478]
[ 0.15228516]
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[ 0.28054001]
[ 0.42072156]
[-0.65540427]
[ 1.31321331]
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[ 1.22260871]
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[ 0.80549663]
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[ 0.01102675]
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[ 0.72416468]
[-0.20534888]
[ 0.8985057]
[-0.54634675]
[ 0.59801634]
[-0.38704039]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.19874064 -0.08544896 -0.03388074 ..., -0.02345856 -0.13393579
   0.05269251]
 [ 0.07057004 -0.0680211   0.03239594 ...,  0.31448268  0.07657477
   0.12897897]
 [ 0.07376274  0.18184597  0.12211041 ...,  0.06592711 -0.35480844
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 ..., 
 [-0.03902469  0.29235606 -0.08683908 ..., -0.02353865  0.11556489
   0.15448701]
 [-0.18934596 -0.03785377  0.05962554 ...,  0.09644979 -0.05522828
   0.12481452]
 [-0.10727019 -0.04307413 -0.1907766  ...,  0.20921778 -0.16141841
   0.03481527]]
final_inputs_run [[-0.44307965]
 [-0.40552031]
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 ..., 
 [-0.36845998]
 [-0.36803246]
 [-0.2483576 ]]
final_outputs_run [[-0.44307965]
 [-0.40552031]
 [-0.42513197]
 ..., 
 [-0.36845998]
 [-0.36803246]
 [-0.2483576 ]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.19874064 -0.08544896 -0.03388074 ..., -0.02345856 -0.13393579
   0.05269251]
 [ 0.07057004 -0.0680211   0.03239594 ...,  0.31448268  0.07657477
   0.12897897]
 [ 0.07376274  0.18184597  0.12211041 ...,  0.06592711 -0.35480844
   0.04609483]
 ..., 
 [-0.03902469  0.29235606 -0.08683908 ..., -0.02353865  0.11556489
   0.15448701]
 [-0.18934596 -0.03785377  0.05962554 ...,  0.09644979 -0.05522828
   0.12481452]
 [-0.10727019 -0.04307413 -0.1907766  ...,  0.20921778 -0.16141841
   0.03481527]]
final_inputs_run [[-0.09766472]
 [ 0.01577806]
 [-0.06946245]
 ..., 
 [-0.11499154]
 [-0.27479876]
 [-0.43619668]]
final_outputs_run [[-0.09766472]
 [ 0.01577806]
 [-0.06946245]
 ..., 
 [-0.11499154]
 [-0.27479876]
 [-0.43619668]]
Progress: 6.4% ... Training loss: 0.772 ... Validation loss: 1.299[-0.52938473]
[-0.56764931]
[ 1.0313595]
[-0.44100862]
[ 0.41196376]
[ 1.7400852]
[-0.84686395]
[-0.20995456]
[-0.62133841]
[ 0.38094361]
[-0.88069543]
[-0.56336631]
[-0.71474019]
[-0.70489293]
[ 2.49202402]
[-0.0383222]
[ 0.47545068]
[-0.74435666]
[-0.02605015]
[-0.75056253]
[-0.46191824]
[-0.31907283]
[-0.20938083]
[-0.4367059]
[-0.58574096]
[ 0.47730714]
[ 0.26862008]
[-0.37598376]
[-0.90809705]
[ 1.10596936]
[-0.1991233]
[ 1.47865117]
[-0.05669809]
[ 0.57914225]
[-0.54278948]
[ 0.14468451]
[-0.66244579]
[-0.88306502]
[-0.03074824]
[ 0.11000249]
[-0.39141771]
[ 0.58012732]
[-0.07089661]
[ 0.53954816]
[-0.44150087]
[-0.86284424]
[ 0.17361783]
[-0.8222065]
[-0.70837463]
[ 1.55861088]
[-0.682074]
[-0.76071273]
[-0.69553406]
[ 2.27243565]
[-0.57031241]
[ 0.19510917]
[ 0.66554708]
[-0.25788335]
[-0.40789773]
[-0.35682264]
[-0.1798989]
[-0.35662231]
[ 0.91806625]
[-1.02574633]
[ 0.00211845]
[-1.23331083]
[-0.2696279]
[-0.43924068]
[ 0.92416297]
[ 0.45611555]
[ 0.26507234]
[-0.49556239]
[ 2.16034249]
[-0.24459169]
[-0.42290793]
[-0.29160449]
[-1.0726405]
[ 2.00683499]
[-0.05837406]
[-0.48145675]
[-0.08854942]
[-0.13261911]
[-0.76114526]
[-0.4177733]
[-0.57219337]
[-0.03976479]
[ 1.10849564]
[-0.77977671]
[-0.79050471]
[-0.27207713]
[ 1.64484645]
[ 1.94793469]
[-0.63167325]
[-0.56390645]
[-0.70390586]
[-0.2782581]
[ 0.51317181]
[-0.05263877]
[-0.12891282]
[-0.51274285]
[ 0.19884089]
[ 1.54419986]
[ 3.50276961]
[-0.67709502]
[ 0.03581423]
[-0.37272388]
[ 1.3411979]
[ 1.0700892]
[-0.61625317]
[-0.76205905]
[-1.16282711]
[-0.50272903]
[-0.09928435]
[-0.72057847]
[-0.83158121]
[ 0.69707206]
[-0.73538226]
[-0.24238071]
[-0.59262928]
[-1.05554577]
[ 0.21261016]
[-0.44597852]
[ 1.06065503]
[-0.4505801]
[-1.10372262]
[ 1.25360447]
[ 3.00375343]
[-0.05528463]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.1980564  -0.08517073 -0.03281077 ..., -0.023801   -0.1350999
   0.0529998 ]
 [ 0.07039733 -0.06808668  0.03209352 ...,  0.31458022  0.07689381
   0.12888851]
 [ 0.0753544   0.18245088  0.12468332 ...,  0.06507825 -0.35770527
   0.04686183]
 ..., 
 [-0.03902969  0.29235585 -0.08684562 ..., -0.02353852  0.11556025
   0.15447832]
 [-0.18954417 -0.03793045  0.05929766 ...,  0.09655719 -0.05485566
   0.12471266]
 [-0.10700533 -0.0429704  -0.19039612 ...,  0.20909013 -0.16183785
   0.03493303]]
final_inputs_run [[-0.45650026]
 [-0.41922973]
 [-0.43870533]
 ..., 
 [-0.37476332]
 [-0.37421562]
 [-0.25489374]]
final_outputs_run [[-0.45650026]
 [-0.41922973]
 [-0.43870533]
 ..., 
 [-0.37476332]
 [-0.37421562]
 [-0.25489374]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.1980564  -0.08517073 -0.03281077 ..., -0.023801   -0.1350999
   0.0529998 ]
 [ 0.07039733 -0.06808668  0.03209352 ...,  0.31458022  0.07689381
   0.12888851]
 [ 0.0753544   0.18245088  0.12468332 ...,  0.06507825 -0.35770527
   0.04686183]
 ..., 
 [-0.03902969  0.29235585 -0.08684562 ..., -0.02353852  0.11556025
   0.15447832]
 [-0.18954417 -0.03793045  0.05929766 ...,  0.09655719 -0.05485566
   0.12471266]
 [-0.10700533 -0.0429704  -0.19039612 ...,  0.20909013 -0.16183785
   0.03493303]]
final_inputs_run [[-0.10222394]
 [ 0.01254319]
 [-0.07285633]
 ..., 
 [-0.11946317]
 [-0.28071918]
 [-0.44238445]]
final_outputs_run [[-0.10222394]
 [ 0.01254319]
 [-0.07285633]
 ..., 
 [-0.11946317]
 [-0.28071918]
 [-0.44238445]]
Progress: 6.6% ... Training loss: 0.769 ... Validation loss: 1.303[ 1.87829351]
[ 1.03577936]
[-0.58618009]
[ 1.47399266]
[-0.16575251]
[-0.66562608]
[ 0.0322216]
[ 1.47399266]
[-0.50208581]
[-0.59137763]
[-0.19338501]
[-0.0484483]
[-0.30076589]
[-0.00557013]
[-0.67821126]
[-0.49816093]
[-0.09187559]
[-0.78313781]
[-0.34240023]
[ 1.59589656]
[-0.71293238]
[-0.33604172]
[-0.25301073]
[-0.23207229]
[ 1.08707327]
[-0.24119677]
[ 0.21782287]
[-0.80782168]
[-0.03649757]
[-0.30469053]
[-0.39654962]
[-0.74355299]
[ 0.42087874]
[ 1.82667286]
[-0.24393796]
[ 0.46540519]
[-0.09983755]
[-0.67691972]
[-0.16854946]
[-0.65111817]
[-0.29644658]
[-0.69576176]
[ 3.27303811]
[ 0.17903886]
[-0.0564755]
[-0.96965664]
[-1.04448168]
[ 0.83298311]
[-0.79558043]
[ 0.28226259]
[-0.01075682]
[-0.60828099]
[-0.39182072]
[-0.68357826]
[-0.13222008]
[ 2.1134354]
[-0.31621879]
[-0.69827882]
[-0.71335649]
[-0.80209073]
[ 0.09166251]
[ 0.54933387]
[-0.10066135]
[ 0.30127706]
[-0.89617189]
[ 1.88884651]
[-0.96858028]
[-0.10170706]
[-0.01487805]
[-0.57222993]
[ 0.8984752]
[ 0.23248393]
[-0.70396499]
[ 0.85959816]
[-0.33030635]
[-0.51543384]
[-0.60502849]
[-0.66301572]
[ 0.13836915]
[ 0.08029834]
[-0.03852096]
[-0.04323688]
[-0.453975]
[ 0.76702803]
[ 2.21470099]
[-0.94670496]
[ 0.57225232]
[ 0.53170369]
[-0.17624701]
[ 0.61398211]
[-0.29170217]
[-0.58000954]
[-0.90408359]
[ 0.72862393]
[-0.62283317]
[ 1.20252354]
[-0.50464055]
[-0.68006028]
[-0.78814988]
[-0.65672976]
[-0.55622303]
[ 1.755673]
[-0.10955804]
[-0.62184977]
[-0.47431612]
[ 0.29983036]
[ 1.8241563]
[ 1.21827337]
[-0.96095019]
[ 0.28811488]
[-0.6104994]
[ 0.00871627]
[ 0.0342577]
[ 0.23929145]
[-0.85294956]
[ 0.00139415]
[ 1.2333727]
[ 1.45545809]
[ 0.24743383]
[ 2.68151736]
[ 1.887413]
[-0.36672672]
[ 1.57281094]
[ 0.47227778]
[-0.52339333]
[-0.55217144]
[-1.00269691]
[-0.7777509]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.19743939 -0.08492792 -0.0318326  ..., -0.02412122 -0.13610027
   0.05328286]
 [ 0.07031866 -0.0681206   0.03194456 ...,  0.31462787  0.07706392
   0.12884435]
 [ 0.07812042  0.18352842  0.12902915 ...,  0.06362322 -0.36264901
   0.04817681]
 ..., 
 [-0.03906573  0.29234033 -0.08690881 ..., -0.02351972  0.11564321
   0.15446055]
 [-0.18947467 -0.03790767  0.05940899 ...,  0.09651799 -0.05495966
   0.12474322]
 [-0.10689852 -0.04292643 -0.19019454 ...,  0.20904442 -0.16197252
   0.03498044]]
final_inputs_run [[-0.44623774]
 [-0.40993953]
 [-0.42761898]
 ..., 
 [-0.35526383]
 [-0.35506224]
 [-0.23517986]]
final_outputs_run [[-0.44623774]
 [-0.40993953]
 [-0.42761898]
 ..., 
 [-0.35526383]
 [-0.35506224]
 [-0.23517986]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.19743939 -0.08492792 -0.0318326  ..., -0.02412122 -0.13610027
   0.05328286]
 [ 0.07031866 -0.0681206   0.03194456 ...,  0.31462787  0.07706392
   0.12884435]
 [ 0.07812042  0.18352842  0.12902915 ...,  0.06362322 -0.36264901
   0.04817681]
 ..., 
 [-0.03906573  0.29234033 -0.08690881 ..., -0.02351972  0.11564321
   0.15446055]
 [-0.18947467 -0.03790767  0.05940899 ...,  0.09651799 -0.05495966
   0.12474322]
 [-0.10689852 -0.04292643 -0.19019454 ...,  0.20904442 -0.16197252
   0.03498044]]
final_inputs_run [[-0.07813044]
 [ 0.04004343]
 [-0.04581173]
 ..., 
 [-0.09451385]
 [-0.25925269]
 [-0.42171338]]
final_outputs_run [[-0.07813044]
 [ 0.04004343]
 [-0.04581173]
 ..., 
 [-0.09451385]
 [-0.25925269]
 [-0.42171338]]
Progress: 6.8% ... Training loss: 0.765 ... Validation loss: 1.282[ 0.71589389]
[ 1.21398431]
[-0.75085259]
[-0.45832222]
[-1.10435691]
[-0.96442905]
[-0.26225388]
[-0.28338515]
[-1.26735448]
[ 0.13550904]
[ 0.05854212]
[ 0.53842745]
[-0.08653935]
[ 0.62326167]
[-0.47752738]
[-0.76267924]
[-0.63045433]
[-0.64124181]
[ 0.29889423]
[-0.4025395]
[-0.77397288]
[-0.11376149]
[ 0.24699717]
[-0.37284908]
[-0.33845305]
[ 1.49673596]
[-0.56314099]
[-0.39305835]
[ 0.63126292]
[ 0.13435895]
[ 0.51556369]
[ 0.6241707]
[-0.69749264]
[ 0.23405235]
[-0.48099818]
[-0.83919253]
[-0.40997713]
[-0.76521314]
[-1.08118581]
[ 1.01959469]
[-0.40848235]
[ 2.0196271]
[-0.04981145]
[-0.65164698]
[ 0.30321426]
[ 0.16835786]
[ 0.03148388]
[-0.67925951]
[ 1.54777739]
[ 1.7790655]
[ 0.40990232]
[-0.25510418]
[-0.78825165]
[-1.10899924]
[-0.08586893]
[-0.64570511]
[-0.01059047]
[-1.17289353]
[-0.19447141]
[-0.50270959]
[ 1.7609849]
[-0.62736978]
[ 0.13989202]
[ 0.49146487]
[-0.70845639]
[ 0.9470166]
[-1.04129945]
[ 1.48023047]
[ 1.14783971]
[-0.99080265]
[-0.22201898]
[-0.17947886]
[-0.06757212]
[-0.72851242]
[-0.8079398]
[-0.13279788]
[ 0.63042712]
[ 2.92772475]
[ 1.52182706]
[ 0.00623868]
[-0.29829897]
[-0.64125202]
[-0.83806065]
[-0.15995231]
[-0.10330669]
[ 0.34524652]
[-0.09808712]
[-0.57241794]
[-0.31661661]
[-0.08857792]
[ 1.57638937]
[-1.09786429]
[-1.03876622]
[ 2.28137379]
[-0.13990913]
[ 2.06958223]
[-0.64898758]
[-0.16108766]
[ 0.21503691]
[ 1.77362003]
[ 0.34854184]
[-0.52123191]
[-0.59677364]
[ 0.25314939]
[ 1.21684345]
[-0.50612297]
[-0.39095006]
[-0.80544589]
[-0.08437118]
[-0.58383052]
[ 1.31810904]
[-0.7805972]
[-0.4258737]
[ 0.82556051]
[-0.85025776]
[-0.587125]
[ 0.43223639]
[ 1.40972089]
[ 0.90263716]
[-0.58574203]
[-0.63560966]
[-0.78065403]
[ 1.8414828]
[-0.6147833]
[-0.2749876]
[ 0.00536738]
[-0.50741008]
[ 0.28572872]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.19660938 -0.08460498 -0.03059628 ..., -0.02452611 -0.13747741
   0.0536547 ]
 [ 0.07027788 -0.06813711  0.03187591 ...,  0.31464907  0.07713987
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 [ 0.07971153  0.18419572  0.1315481  ...,  0.0627968  -0.36553041
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 ..., 
 [-0.03887929  0.29242043 -0.08660864 ..., -0.0236129   0.11530512
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 [-0.18963229 -0.03797102  0.05916795 ...,  0.09659525 -0.05467386
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 [-0.10693443 -0.042939   -0.19023344 ...,  0.20906564 -0.16187483
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final_inputs_run [[-0.45172695]
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 ..., 
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final_outputs_run [[-0.45172695]
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 ..., 
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
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15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
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16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
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15452          0  
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15456          0  
15457          0  
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15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
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16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.19660938 -0.08460498 -0.03059628 ..., -0.02452611 -0.13747741
   0.0536547 ]
 [ 0.07027788 -0.06813711  0.03187591 ...,  0.31464907  0.07713987
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 [ 0.07971153  0.18419572  0.1315481  ...,  0.0627968  -0.36553041
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 ..., 
 [-0.03887929  0.29242043 -0.08660864 ..., -0.0236129   0.11530512
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 [-0.18963229 -0.03797102  0.05916795 ...,  0.09659525 -0.05467386
   0.12467124]
 [-0.10693443 -0.042939   -0.19023344 ...,  0.20906564 -0.16187483
   0.03496072]]
final_inputs_run [[-0.07599206]
 [ 0.04540331]
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 ..., 
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final_outputs_run [[-0.07599206]
 [ 0.04540331]
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 ..., 
 [-0.09137909]
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Progress: 7.0% ... Training loss: 0.762 ... Validation loss: 1.278[-0.25985555]
[-0.1272489]
[-0.50218031]
[-0.17623986]
[ 0.21284925]
[-0.19365898]
[ 0.0490202]
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[ 0.62699286]
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[ 1.42508708]
[ 1.09597546]
[ 1.5149212]
[-0.82009485]
[-0.87541532]
[-0.63895133]
[ 0.58553904]
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[ 2.14243331]
[ 1.64032549]
[-0.59657973]
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[ 2.2081865]
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[ 0.00522405]
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[ 3.03325231]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.19523834 -0.08402327 -0.02838813 ..., -0.02521059 -0.13985874
   0.05432003]
 [ 0.07039129 -0.0680905   0.03204787 ...,  0.31459731  0.07693994
   0.12887644]
 [ 0.08178307  0.18505341  0.13485746 ...,  0.06176956 -0.36907331
   0.0499646 ]
 ..., 
 [-0.0385532   0.29256913 -0.08606953 ..., -0.02378528  0.11468385
   0.15471079]
 [-0.18952234 -0.03792364  0.0593593  ...,  0.09654281 -0.05486686
   0.12472253]
 [-0.10683846 -0.0428993  -0.19006097 ...,  0.20902107 -0.16195777
   0.03500488]]
final_inputs_run [[-0.4264042 ]
 [-0.39230243]
 [-0.4068752 ]
 ..., 
 [-0.32633157]
 [-0.32641289]
 [-0.20247588]]
final_outputs_run [[-0.4264042 ]
 [-0.39230243]
 [-0.4068752 ]
 ..., 
 [-0.32633157]
 [-0.32641289]
 [-0.20247588]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
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16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
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16868          0          1          0          0          0          0   
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16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
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15448          0  
15449          0  
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15460          0  
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15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.19523834 -0.08402327 -0.02838813 ..., -0.02521059 -0.13985874
   0.05432003]
 [ 0.07039129 -0.0680905   0.03204787 ...,  0.31459731  0.07693994
   0.12887644]
 [ 0.08178307  0.18505341  0.13485746 ...,  0.06176956 -0.36907331
   0.0499646 ]
 ..., 
 [-0.0385532   0.29256913 -0.08606953 ..., -0.02378528  0.11468385
   0.15471079]
 [-0.18952234 -0.03792364  0.0593593  ...,  0.09654281 -0.05486686
   0.12472253]
 [-0.10683846 -0.0428993  -0.19006097 ...,  0.20902107 -0.16195777
   0.03500488]]
final_inputs_run [[-0.04023647]
 [ 0.084791  ]
 [-0.00153901]
 ..., 
 [-0.05668914]
 [-0.22806326]
 [-0.39418236]]
final_outputs_run [[-0.04023647]
 [ 0.084791  ]
 [-0.00153901]
 ..., 
 [-0.05668914]
 [-0.22806326]
 [-0.39418236]]
Progress: 7.2% ... Training loss: 0.759 ... Validation loss: 1.248[ 0.09818606]
[-0.7611419]
[-0.72267089]
[-0.38251692]
[-0.51821158]
[ 1.57619817]
[-0.61072884]
[-0.23980038]
[-1.0712995]
[ 1.85999341]
[-0.65925028]
[ 0.43635747]
[-1.12879971]
[-0.66689285]
[-0.36083886]
[-0.67039274]
[ 0.19627261]
[-0.59987912]
[-0.97457668]
[ 1.49004737]
[ 2.74914732]
[-0.29063928]
[ 1.92073436]
[-0.63157985]
[ 0.77756948]
[-0.49464256]
[-0.00422576]
[-0.11477853]
[ 0.58012548]
[-0.77663033]
[-0.07865603]
[ 1.15073242]
[ 0.12944146]
[ 0.79813862]
[ 0.11070481]
[ 0.01077923]
[ 0.06915355]
[-0.87978615]
[-0.96415282]
[ 0.3275311]
[ 0.33325415]
[-0.86224967]
[ 1.18249824]
[ 1.05696195]
[-0.71665156]
[-0.20473345]
[-0.65308133]
[ 0.96100073]
[ 0.53981987]
[-0.56777646]
[-0.20616565]
[ 0.49500547]
[-0.0308117]
[ 1.18677436]
[-0.88200279]
[-0.16087619]
[-1.05924289]
[-0.10071153]
[ 1.27165786]
[-0.80261283]
[ 0.50997006]
[-0.02944643]
[ 0.71484212]
[-0.3859953]
[ 2.8245039]
[-0.52939532]
[ 0.5109258]
[-0.00856604]
[-1.09736671]
[ 1.2743092]
[-0.96554545]
[-0.51928252]
[-0.09347702]
[ 0.03587197]
[-0.23468604]
[ 0.60902889]
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[ 2.12759665]
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[ 2.20192888]
[-0.37822188]
[ 0.66379116]
[ 0.26567871]
[-0.09845893]
[-0.67364286]
[-0.04193829]
[ 2.53834505]
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[ 0.11113331]
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[-1.14848974]
[-0.41336831]
[-0.50446601]
[-0.64455786]
[ 0.05783532]
[ 0.26552102]
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[ 0.3245923]
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[-0.84200003]
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[ 0.46558415]
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[-0.76597035]
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[-0.34095298]
[ 0.08351457]
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[-0.09671268]
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[ 0.5706063]
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[ 0.15634338]
[ 0.03468371]
[ 0.22254001]
[ 1.12308951]
[-0.76190546]
[-0.34584464]
[-0.19232757]
[-0.76462341]
[-0.56132865]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.19433486 -0.08363435 -0.02698133 ..., -0.02563776 -0.14131147
   0.05475389]
 [ 0.07039104 -0.0680906   0.03204748 ...,  0.31459743  0.07694039
   0.12887632]
 [ 0.08348048  0.18576245  0.13754745 ...,  0.06094327 -0.37198877
   0.0508154 ]
 ..., 
 [-0.03835879  0.29264713 -0.08576058 ..., -0.023878    0.11437295
   0.15480295]
 [-0.18937334 -0.0378528   0.0596171  ...,  0.09645727 -0.05515949
   0.1248091 ]
 [-0.10670546 -0.04284333 -0.18985255 ...,  0.20895949 -0.16213473
   0.0350686 ]]
final_inputs_run [[-0.44772792]
 [-0.41365281]
 [-0.42873771]
 ..., 
 [-0.34147709]
 [-0.34138742]
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final_outputs_run [[-0.44772792]
 [-0.41365281]
 [-0.42873771]
 ..., 
 [-0.34147709]
 [-0.34138742]
 [-0.21620392]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.19433486 -0.08363435 -0.02698133 ..., -0.02563776 -0.14131147
   0.05475389]
 [ 0.07039104 -0.0680906   0.03204748 ...,  0.31459743  0.07694039
   0.12887632]
 [ 0.08348048  0.18576245  0.13754745 ...,  0.06094327 -0.37198877
   0.0508154 ]
 ..., 
 [-0.03835879  0.29264713 -0.08576058 ..., -0.023878    0.11437295
   0.15480295]
 [-0.18937334 -0.0378528   0.0596171  ...,  0.09645727 -0.05515949
   0.1248091 ]
 [-0.10670546 -0.04284333 -0.18985255 ...,  0.20895949 -0.16213473
   0.0350686 ]]
final_inputs_run [[-0.05115846]
 [ 0.07688528]
 [-0.00825823]
 ..., 
 [-0.0671551 ]
 [-0.24096021]
 [-0.40920916]]
final_outputs_run [[-0.05115846]
 [ 0.07688528]
 [-0.00825823]
 ..., 
 [-0.0671551 ]
 [-0.24096021]
 [-0.40920916]]
Progress: 7.4% ... Training loss: 0.755 ... Validation loss: 1.253[-0.9321247]
[-0.42321073]
[-0.76732288]
[ 0.09098631]
[ 0.97586685]
[-1.08837947]
[ 0.4671098]
[ 0.09850349]
[-0.91568427]
[ 0.33661557]
[-0.06968064]
[-0.17522526]
[ 0.18500547]
[-0.90041806]
[-0.61350024]
[-0.02168409]
[ 1.18546645]
[ 1.27588348]
[-0.56639793]
[-0.55251074]
[-0.04201222]
[-0.54672012]
[-0.42036147]
[ 1.94587862]
[ 1.23514986]
[ 0.26893972]
[-0.05645471]
[-0.89700447]
[ 0.93885454]
[-0.68855987]
[ 0.42654301]
[ 0.01834614]
[-0.18165387]
[-0.54389004]
[-0.27227761]
[-0.75704727]
[ 0.90914972]
[-0.30605771]
[-0.51459711]
[ 1.62602687]
[-0.51701546]
[-0.91994082]
[-0.97517973]
[ 0.04770718]
[ 0.07327975]
[-0.43053424]
[ 0.2543228]
[ 0.03766495]
[-0.55809413]
[-0.17450269]
[-0.40148015]
[-0.97847724]
[-0.67404103]
[-0.38827664]
[ 2.53116108]
[ 2.73639058]
[ 0.33634814]
[-0.56241152]
[-0.90910007]
[-0.23395094]
[-0.89606467]
[ 0.26314601]
[-0.89030671]
[-0.92642101]
[ 0.43898148]
[ 1.26030486]
[-0.83202824]
[-0.32877746]
[ 0.48994506]
[-0.55138451]
[ 0.66440172]
[-0.30260997]
[-1.2439315]
[-0.40900261]
[-0.04994108]
[ 0.36189602]
[-0.74496005]
[ 0.00853998]
[ 1.51592761]
[-0.05645471]
[-0.74671382]
[ 0.58735065]
[ 0.99250613]
[-1.07388752]
[-0.11118748]
[-0.48506765]
[ 0.14683296]
[-0.45401441]
[ 1.04102641]
[ 0.80093182]
[ 1.68142041]
[ 2.52102344]
[ 0.60237195]
[-0.16590436]
[ 0.64000805]
[ 1.30913718]
[-0.15773117]
[ 0.1561833]
[-0.16153348]
[ 1.43108594]
[-0.2166295]
[-0.29990924]
[-0.2397678]
[-0.7566324]
[ 0.51361241]
[-0.00155726]
[ 1.28664576]
[-0.49842855]
[-0.13017001]
[-0.23891132]
[-0.73410815]
[ 0.61937861]
[ 0.4825472]
[ 1.21854475]
[ 0.08128361]
[-1.07283231]
[-0.87566154]
[-0.40781362]
[-0.60440591]
[ 0.75244784]
[-0.58720938]
[-0.91835481]
[ 0.38328832]
[-0.22130417]
[ 1.321379]
[ 1.85265201]
[-0.52168175]
[ 3.32075827]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.19358988 -0.08331838 -0.02580208 ..., -0.02598812 -0.14257277
   0.05511262]
 [ 0.0704251  -0.06807206  0.03211809 ...,  0.31458027  0.07685229
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 [ 0.08465761  0.18626904  0.1394853  ...,  0.06035355 -0.37410431
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 ..., 
 [-0.0379378   0.29282466 -0.08507961 ..., -0.02408245  0.11359137
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 [-0.1892532  -0.03780421  0.05978602 ...,  0.09640579 -0.05538201
   0.12485702]
 [-0.10626484 -0.04265041 -0.18917189 ...,  0.2087473  -0.16289788
   0.03529253]]
final_inputs_run [[-0.43066044]
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 ..., 
 [-0.32176717]
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final_outputs_run [[-0.43066044]
 [-0.39732245]
 [-0.41016232]
 ..., 
 [-0.32176717]
 [-0.32195954]
 [-0.19398889]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.19358988 -0.08331838 -0.02580208 ..., -0.02598812 -0.14257277
   0.05511262]
 [ 0.0704251  -0.06807206  0.03211809 ...,  0.31458027  0.07685229
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 [ 0.08465761  0.18626904  0.1394853  ...,  0.06035355 -0.37410431
   0.05141029]
 ..., 
 [-0.0379378   0.29282466 -0.08507961 ..., -0.02408245  0.11359137
   0.15500788]
 [-0.1892532  -0.03780421  0.05978602 ...,  0.09640579 -0.05538201
   0.12485702]
 [-0.10626484 -0.04265041 -0.18917189 ...,  0.2087473  -0.16289788
   0.03529253]]
final_inputs_run [[-0.02527013]
 [ 0.10841317]
 [ 0.02402326]
 ..., 
 [-0.03945573]
 [-0.21759059]
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final_outputs_run [[-0.02527013]
 [ 0.10841317]
 [ 0.02402326]
 ..., 
 [-0.03945573]
 [-0.21759059]
 [-0.38871637]]
Progress: 7.6% ... Training loss: 0.754 ... Validation loss: 1.230[ 0.21040453]
[-0.10877948]
[-0.10062112]
[ 1.63658709]
[-0.86102452]
[-0.29966439]
[ 0.98392727]
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[-0.14366142]
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[ 0.0230264]
[ 0.30279638]
[ 0.43112974]
[-0.33045835]
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[ 1.13489765]
[-0.57339176]
[ 0.446632]
[-0.7054242]
[-0.75554185]
[ 1.56598118]
[ 1.52078324]
[-0.6678793]
[ 1.55455357]
[ 0.20525292]
[-0.55861161]
[-0.67949328]
[-1.15431092]
[-0.41479026]
[-0.49268102]
[ 1.44120867]
[-0.81649019]
[-0.43141377]
[ 0.06858768]
[-0.60948452]
[-0.43581481]
[-0.18114609]
[-0.24898767]
[ 2.91719803]
[ 0.26494665]
[ 1.06904995]
[ 0.08701276]
[-0.50952897]
[ 1.38415653]
[ 2.61832314]
[ 0.57730382]
[-0.48183795]
[ 1.44916595]
[ 0.29588756]
[-0.11492367]
[-0.91020309]
[ 2.73864177]
[ 0.30840498]
[-0.25775645]
[ 2.22503189]
[-0.75289157]
[-0.62742421]
[ 2.56152675]
[-0.80655387]
[ 1.24711921]
[ 0.70230095]
[ 0.65910757]
[ 2.51978404]
[-0.3827518]
[ 0.32865559]
[-0.80126987]
[-0.48631921]
[-0.11300813]
[ 0.97079903]
[-0.34804583]
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[-0.52463019]
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[-0.27171285]
[ 0.66632271]
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[ 0.02252663]
[ 1.27040727]
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[ 3.16725092]
[ 1.61017717]
[ 1.76213419]
[ 3.67788469]
[ 0.43468103]
[ 0.74669019]
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[ 0.20791215]
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[ 1.24294864]
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[ 0.1326609]
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[ 0.03494034]
[-0.76008438]
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[ 0.68702124]
[-0.36275598]
[ 2.76947415]
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[ 0.16994538]
[ 2.57147799]
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[-0.03056611]
[ 0.12027821]
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[ 0.08620048]
[-0.05093186]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.19143334 -0.0823847  -0.02231497 ..., -0.02699408 -0.14623736
   0.05621206]
 [ 0.07046387 -0.0680524   0.03219309 ...,  0.31456004  0.07677592
   0.12892184]
 [ 0.08684691  0.18719378  0.14303181 ...,  0.05933305 -0.37785006
   0.05253022]
 ..., 
 [-0.03747418  0.29301071 -0.08434168 ..., -0.02429319  0.11283893
   0.15523802]
 [-0.18908152 -0.03772763  0.06004225 ...,  0.09632291 -0.05566435
   0.12494122]
 [-0.10612873 -0.04259134 -0.18895801 ...,  0.20868777 -0.16307502
   0.03536485]]
final_inputs_run [[-0.37159758]
 [-0.34029676]
 [-0.34811411]
 ..., 
 [-0.25726269]
 [-0.25834746]
 [-0.12524919]]
final_outputs_run [[-0.37159758]
 [-0.34029676]
 [-0.34811411]
 ..., 
 [-0.25726269]
 [-0.25834746]
 [-0.12524919]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
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16850          0  
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16852          0  
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16857          0  
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16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
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16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.19143334 -0.0823847  -0.02231497 ..., -0.02699408 -0.14623736
   0.05621206]
 [ 0.07046387 -0.0680524   0.03219309 ...,  0.31456004  0.07677592
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 [ 0.08684691  0.18719378  0.14303181 ...,  0.05933305 -0.37785006
   0.05253022]
 ..., 
 [-0.03747418  0.29301071 -0.08434168 ..., -0.02429319  0.11283893
   0.15523802]
 [-0.18908152 -0.03772763  0.06004225 ...,  0.09632291 -0.05566435
   0.12494122]
 [-0.10612873 -0.04259134 -0.18895801 ...,  0.20868777 -0.16307502
   0.03536485]]
final_inputs_run [[ 0.05052938]
 [ 0.18753129]
 [ 0.10197738]
 ..., 
 [ 0.03438654]
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final_outputs_run [[ 0.05052938]
 [ 0.18753129]
 [ 0.10197738]
 ..., 
 [ 0.03438654]
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Progress: 7.8% ... Training loss: 0.763 ... Validation loss: 1.182[-0.72598611]
[ 0.81603887]
[ 0.8148862]
[ 0.27472745]
[-0.07473857]
[-0.36133315]
[-0.64411867]
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[ 0.23293719]
[ 0.85395441]
[ 0.22030601]
[-0.17704806]
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[ 0.59267009]
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[ 1.79956152]
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[ 0.02658815]
[ 0.9569781]
[-0.19000672]
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[-1.13177904]
[ 1.31686161]
[ 0.19700229]
[-0.69299411]
[-0.24393303]
[-0.94452222]
[-0.81933638]
[ 0.657711]
[-0.14136835]
[-1.02968741]
[ 0.20742225]
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[ 0.10894072]
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[ 2.1850886]
[ 1.92328014]
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[ 1.44399601]
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[ 1.00086032]
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[ 1.9952861]
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[ 0.32609126]
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[ 1.48800933]
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[ 1.27221671]
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[ 0.08831152]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.19064228 -0.08199346 -0.02101561 ..., -0.02735503 -0.14762972
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 [ 0.07042412 -0.06807046  0.03212934 ...,  0.31457624  0.076842
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 [ 0.0882274   0.18779946  0.14511224 ...,  0.05875099 -0.38010615
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 ..., 
 [-0.03731671  0.29307349 -0.08412203 ..., -0.02436313  0.11260846
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 [-0.18896377 -0.03766946  0.06022505 ...,  0.09627539 -0.05582086
   0.12499767]
 [-0.10620833 -0.04262797 -0.18905939 ...,  0.20872023 -0.16293674
   0.03532426]]
final_inputs_run [[-0.39053896]
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 ..., 
 [-0.27168219]
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final_outputs_run [[-0.39053896]
 [-0.35967205]
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 ..., 
 [-0.27168219]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.19064228 -0.08199346 -0.02101561 ..., -0.02735503 -0.14762972
   0.05665336]
 [ 0.07042412 -0.06807046  0.03212934 ...,  0.31457624  0.076842
   0.12890113]
 [ 0.0882274   0.18779946  0.14511224 ...,  0.05875099 -0.38010615
   0.05326063]
 ..., 
 [-0.03731671  0.29307349 -0.08412203 ..., -0.02436313  0.11260846
   0.15532346]
 [-0.18896377 -0.03766946  0.06022505 ...,  0.09627539 -0.05582086
   0.12499767]
 [-0.10620833 -0.04262797 -0.18905939 ...,  0.20872023 -0.16293674
   0.03532426]]
final_inputs_run [[ 0.04158126]
 [ 0.1851594 ]
 [ 0.1012197 ]
 ..., 
 [ 0.02959827]
 [-0.15906906]
 [-0.33746531]]
final_outputs_run [[ 0.04158126]
 [ 0.1851594 ]
 [ 0.1012197 ]
 ..., 
 [ 0.02959827]
 [-0.15906906]
 [-0.33746531]]
Progress: 8.0% ... Training loss: 0.758 ... Validation loss: 1.182[-0.56081491]
[-0.2895885]
[-0.79409934]
[ 0.53006346]
[ 3.13605047]
[-0.6647917]
[ 0.06290484]
[ 1.45175972]
[-0.34917881]
[ 0.57009122]
[-1.153461]
[ 3.40904626]
[-0.3527668]
[ 0.40742261]
[ 0.79343114]
[ 0.85870396]
[ 0.00213799]
[ 0.76645869]
[ 0.39583613]
[-0.60556665]
[ 0.22774256]
[-0.08818385]
[-0.27895004]
[-0.73451759]
[-0.76597461]
[-0.12205231]
[-0.38090785]
[ 0.09845185]
[ 0.03971357]
[ 0.60262348]
[ 0.34671012]
[ 1.90350188]
[-0.41861412]
[-0.71822213]
[-0.67850573]
[-1.03591402]
[-0.6986691]
[-0.13824772]
[-0.55503138]
[-0.40678692]
[-0.25981857]
[-0.42658052]
[-1.45795091]
[-0.07147067]
[-0.2086058]
[ 0.36015744]
[-0.91231175]
[-0.94629965]
[ 1.48613783]
[ 2.60912713]
[ 0.10634836]
[-0.60027319]
[-0.82373436]
[ 1.91991784]
[ 1.83384333]
[-1.18710266]
[-0.6674003]
[-0.35234883]
[ 0.20078147]
[-0.36489122]
[-1.18294453]
[ 0.06852731]
[-0.47467744]
[ 0.66204327]
[-0.82746977]
[-0.83835629]
[-1.20985823]
[-0.82564632]
[-0.11096934]
[-1.47177314]
[ 1.6067533]
[ 0.40749735]
[-0.19475518]
[ 0.85939518]
[ 3.3799085]
[-0.02907319]
[-0.62367525]
[-0.26510581]
[ 0.68771896]
[-1.03485454]
[-0.69394414]
[ 1.17561359]
[-0.83192551]
[-0.44616045]
[ 1.78028513]
[-0.71825637]
[ 0.31987964]
[-0.62492302]
[-0.06811635]
[-0.22411001]
[-0.50250739]
[ 1.08974528]
[-1.03631476]
[-1.21298375]
[ 1.7773289]
[-0.98376253]
[ 2.11519761]
[-0.4961544]
[-0.49007489]
[-0.25021594]
[ 1.01104489]
[ 2.03681692]
[-0.19237907]
[-0.88013664]
[-0.20913081]
[-0.56724544]
[ 0.31764286]
[-0.52577804]
[ 0.90142497]
[-0.41362846]
[-0.77447727]
[ 0.93355879]
[-0.29888111]
[ 2.89656504]
[-0.69694356]
[ 1.06806841]
[-0.30140139]
[-0.65559191]
[ 0.46214041]
[-0.21480964]
[-0.79616792]
[-1.27954094]
[-0.96703123]
[-0.84735008]
[-1.27031873]
[-0.27413281]
[-0.63559378]
[-0.67276804]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
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15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
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15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.189769   -0.08160257 -0.01959634 ..., -0.02772656 -0.14901756
   0.05711741]
 [ 0.07045779 -0.06805467  0.03218527 ...,  0.31456411  0.07679482
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 [ 0.08893642  0.18813669  0.14614903 ...,  0.05845795 -0.38123704
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 ..., 
 [-0.03761701  0.29294081 -0.08458598 ..., -0.02424248  0.11312221
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 [-0.18902249 -0.0377061   0.06007197 ...,  0.09630225 -0.0556645
   0.1249569 ]
 [-0.1062115  -0.04263492 -0.18905822 ...,  0.20872116 -0.1628822
   0.03532419]]
final_inputs_run [[-0.40672175]
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 ..., 
 [-0.27979251]
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final_outputs_run [[-0.40672175]
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 ..., 
 [-0.27979251]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
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15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.189769   -0.08160257 -0.01959634 ..., -0.02772656 -0.14901756
   0.05711741]
 [ 0.07045779 -0.06805467  0.03218527 ...,  0.31456411  0.07679482
   0.12891955]
 [ 0.08893642  0.18813669  0.14614903 ...,  0.05845795 -0.38123704
   0.05363811]
 ..., 
 [-0.03761701  0.29294081 -0.08458598 ..., -0.02424248  0.11312221
   0.15517505]
 [-0.18902249 -0.0377061   0.06007197 ...,  0.09630225 -0.0556645
   0.1249569 ]
 [-0.1062115  -0.04263492 -0.18905822 ...,  0.20872116 -0.1628822
   0.03532419]]
final_inputs_run [[ 0.0364661 ]
 [ 0.18705564]
 [ 0.10424637]
 ..., 
 [ 0.02690168]
 [-0.16515659]
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final_outputs_run [[ 0.0364661 ]
 [ 0.18705564]
 [ 0.10424637]
 ..., 
 [ 0.02690168]
 [-0.16515659]
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Progress: 8.2% ... Training loss: 0.754 ... Validation loss: 1.181[-0.59585078]
[-0.04620066]
[ 1.0955544]
[-0.13095553]
[-0.55022992]
[ 1.09723147]
[ 1.22009727]
[-0.92016049]
[ 0.01792643]
[ 0.13871592]
[-0.0571076]
[ 2.06645993]
[ 0.40272716]
[-0.58473804]
[-0.34945354]
[-0.00904201]
[ 1.04498423]
[-0.87196036]
[ 0.59285782]
[-0.69116465]
[-0.28335274]
[-0.41249936]
[-0.45141798]
[-0.27644475]
[-0.69805709]
[ 0.69650018]
[-0.01355255]
[ 2.25985]
[ 0.62391655]
[ 0.36086356]
[-0.35320007]
[-0.70058659]
[-0.9073811]
[-0.99241168]
[-0.70783596]
[ 0.20841237]
[ 1.14604043]
[-0.63209231]
[ 0.23770808]
[ 2.5315893]
[ 1.00083556]
[-0.87451518]
[ 1.27424705]
[-0.09395172]
[ 0.15224963]
[-0.37108372]
[ 0.73924701]
[ 1.90043835]
[-0.20560865]
[ 0.67601563]
[-1.10364793]
[-0.2897943]
[-0.75521236]
[-0.1339433]
[ 0.22279504]
[ 0.26888925]
[ 0.19162307]
[-0.76114553]
[ 0.26386252]
[-0.63296808]
[-0.43922088]
[ 0.7655283]
[-0.25129456]
[-1.17061877]
[-1.16560024]
[-0.48411189]
[ 1.19290081]
[-0.48104991]
[-1.03773133]
[-0.13930608]
[-1.16131324]
[ 0.20489456]
[ 0.83509413]
[-0.49623388]
[ 0.20893345]
[ 1.73711113]
[-0.48153681]
[ 1.14593039]
[-0.89345139]
[-1.18307251]
[-0.48001868]
[-0.82824102]
[-0.76640631]
[-1.01153539]
[-0.17653844]
[-1.04251778]
[-0.65590318]
[ 1.68402237]
[ 1.05525847]
[-0.28419046]
[ 0.03546199]
[-0.19776922]
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[-0.24093282]
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[ 0.70557425]
[ 0.72831471]
[ 0.91517241]
[ 0.5992547]
[-0.64236531]
[ 0.89869024]
[ 0.4628842]
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[ 0.48225801]
[-0.76253534]
[-0.55449567]
[-0.76005984]
[-0.33380625]
[-0.85703214]
[-0.43146152]
[-1.38874169]
[-1.13480319]
[ 3.25555665]
[ 0.19545107]
[-0.85154182]
[-0.15133603]
[-0.82769709]
[-0.17496427]
[ 0.9866451]
[-0.75243891]
[-0.81122863]
[ 0.2637825]
[ 0.43838725]
[-1.02851872]
[ 0.43851588]
[-1.00365432]
[-0.83294441]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.18902501 -0.08125682 -0.01838279 ..., -0.02804541 -0.15022096
   0.0575078 ]
 [ 0.07028251 -0.06813645  0.0318864  ...,  0.31464204  0.07710432
   0.12882187]
 [ 0.09044483  0.18881913  0.14845451 ...,  0.05781296 -0.38364794
   0.05443464]
 ..., 
 [-0.03766695  0.2929161  -0.08468571 ..., -0.02422196  0.1132177
   0.15514605]
 [-0.18885747 -0.03762646  0.06034948 ...,  0.09623251 -0.05595595
   0.12504192]
 [-0.1065215  -0.04277551 -0.1895685  ...,  0.20885134 -0.16231085
   0.03515829]]
final_inputs_run [[-0.43986583]
 [-0.40911701]
 [-0.41815466]
 ..., 
 [-0.30792547]
 [-0.3092637 ]
 [-0.17324452]]
final_outputs_run [[-0.43986583]
 [-0.40911701]
 [-0.41815466]
 ..., 
 [-0.30792547]
 [-0.3092637 ]
 [-0.17324452]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
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16850          0  
16851          0  
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16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.18902501 -0.08125682 -0.01838279 ..., -0.02804541 -0.15022096
   0.0575078 ]
 [ 0.07028251 -0.06813645  0.0318864  ...,  0.31464204  0.07710432
   0.12882187]
 [ 0.09044483  0.18881913  0.14845451 ...,  0.05781296 -0.38364794
   0.05443464]
 ..., 
 [-0.03766695  0.2929161  -0.08468571 ..., -0.02422196  0.1132177
   0.15514605]
 [-0.18885747 -0.03762646  0.06034948 ...,  0.09623251 -0.05595595
   0.12504192]
 [-0.1065215  -0.04277551 -0.1895685  ...,  0.20885134 -0.16231085
   0.03515829]]
final_inputs_run [[ 0.0122794 ]
 [ 0.16806132]
 [ 0.08705588]
 ..., 
 [ 0.00592961]
 [-0.18937472]
 [-0.37182039]]
final_outputs_run [[ 0.0122794 ]
 [ 0.16806132]
 [ 0.08705588]
 ..., 
 [ 0.00592961]
 [-0.18937472]
 [-0.37182039]]
Progress: 8.4% ... Training loss: 0.747 ... Validation loss: 1.192[-0.63858906]
[ 0.28961536]
[-0.73443432]
[-0.77989375]
[-0.68594714]
[-0.29152668]
[-0.30606203]
[-0.91152874]
[-1.28000518]
[ 0.05769299]
[-0.97396101]
[ 0.32531224]
[-0.84340457]
[ 0.2191878]
[ 0.18816383]
[-0.19685789]
[-0.96013587]
[-1.30655254]
[ 1.10488718]
[-0.87678777]
[ 0.52992364]
[-0.58630197]
[ 0.43367533]
[-0.46404892]
[-0.52656143]
[ 0.2459578]
[-0.57540818]
[-0.01726705]
[-0.30929237]
[-0.72689858]
[ 0.66803388]
[-0.62943125]
[ 1.93215526]
[-0.2592181]
[-0.03409942]
[-0.26440158]
[-0.55729983]
[ 0.3648233]
[-0.24344191]
[-0.29520765]
[-0.40937787]
[ 0.26831709]
[-0.64374824]
[-0.745304]
[-1.00100361]
[-0.72709969]
[-1.23916731]
[ 1.73066095]
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[-0.54541705]
[-0.78757135]
[-0.70980434]
[-0.35959119]
[-0.16918513]
[ 0.27997778]
[ 1.04340878]
[ 0.08206687]
[-0.82263372]
[ 1.33254499]
[-0.9629873]
[ 1.38027777]
[-0.38363485]
[ 0.54485758]
[-0.30698543]
[ 2.05996535]
[-0.36310531]
[-0.82893222]
[ 1.02965795]
[ 0.70550903]
[-0.52428197]
[-0.18343197]
[-0.8110081]
[ 1.45269861]
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[ 1.26936405]
[-0.30321519]
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[ 0.06864021]
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[ 0.41003391]
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[ 2.62159633]
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[ 0.08647944]
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[ 0.72826107]
[ 0.36289345]
[ 1.8253315]
[-1.01719466]
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[ 0.08839652]
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[-0.82900062]
[ 0.3965846]
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[-0.78908925]
[-1.18595678]
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[-0.88700222]
[ 0.77514441]
[ 0.44154019]
[ 1.23301159]
[ 0.61973453]
[-0.95910634]
[ 0.52987405]
[ 0.9493469]
[-1.20213317]
[ 1.90364918]
[-1.00146739]
[-0.49815472]
[ 0.07046518]
[-0.94618821]
[-1.03836338]
[-0.72082251]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.18899935 -0.08123754 -0.01831923 ..., -0.02805572 -0.15017245
   0.05751438]
 [ 0.07023895 -0.06815676  0.03181663 ...,  0.3146604   0.07719885
   0.12880085]
 [ 0.09163271  0.1893649   0.15041407 ...,  0.05725909 -0.38570287
   0.05509609]
 ..., 
 [-0.03793501  0.29278894 -0.08509538 ..., -0.02410252  0.11369048
   0.15500276]
 [-0.18895566 -0.03767286  0.06016689 ...,  0.09627513 -0.05574614
   0.12498108]
 [-0.10660027 -0.04280446 -0.18967801 ...,  0.20888523 -0.16210966
   0.03512078]]
final_inputs_run [[-0.52097341]
 [-0.48918229]
 [-0.50240855]
 ..., 
 [-0.38321196]
 [-0.38328238]
 [-0.24786541]]
final_outputs_run [[-0.52097341]
 [-0.48918229]
 [-0.50240855]
 ..., 
 [-0.38321196]
 [-0.38328238]
 [-0.24786541]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.18899935 -0.08123754 -0.01831923 ..., -0.02805572 -0.15017245
   0.05751438]
 [ 0.07023895 -0.06815676  0.03181663 ...,  0.3146604   0.07719885
   0.12880085]
 [ 0.09163271  0.1893649   0.15041407 ...,  0.05725909 -0.38570287
   0.05509609]
 ..., 
 [-0.03793501  0.29278894 -0.08509538 ..., -0.02410252  0.11369048
   0.15500276]
 [-0.18895566 -0.03767286  0.06016689 ...,  0.09627513 -0.05574614
   0.12498108]
 [-0.10660027 -0.04280446 -0.18967801 ...,  0.20888523 -0.16210966
   0.03512078]]
final_inputs_run [[-0.06124138]
 [ 0.09898963]
 [ 0.02099729]
 ..., 
 [-0.06490602]
 [-0.26135707]
 [-0.44567359]]
final_outputs_run [[-0.06124138]
 [ 0.09898963]
 [ 0.02099729]
 ..., 
 [-0.06490602]
 [-0.26135707]
 [-0.44567359]]
Progress: 8.6% ... Training loss: 0.736 ... Validation loss: 1.239[ 2.32428621]
[-1.10802073]
[-0.72403394]
[-0.19506972]
[ 0.52466126]
[-0.75109102]
[-0.39408709]
[-1.04730707]
[ 2.16486422]
[-0.42166785]
[-0.60531837]
[ 0.02526163]
[ 0.150433]
[ 1.62692971]
[ 0.30202266]
[-0.35920706]
[-0.04413038]
[ 0.71788568]
[-0.54018367]
[ 2.17848432]
[-0.00152568]
[-0.30713365]
[-1.31655713]
[-0.34522608]
[ 0.08298155]
[ 1.51897432]
[-0.75029482]
[-0.88957053]
[-0.44306146]
[ 1.04375963]
[ 0.24325409]
[ 0.15576887]
[ 2.40666433]
[-0.02407528]
[-0.57276218]
[-0.73642128]
[ 0.10407806]
[-0.43237541]
[-0.3298538]
[ 1.58948993]
[-0.34216087]
[-0.56865719]
[-0.06130083]
[ 0.82868637]
[-0.84756171]
[-0.40131833]
[ 0.89019004]
[-0.53102879]
[-0.61645525]
[-0.63100062]
[ 0.32072165]
[-0.37547595]
[-0.04179061]
[ 0.29909361]
[ 2.73297555]
[ 0.10227161]
[ 0.14125244]
[-1.00364862]
[-0.21838087]
[-0.03950718]
[-0.24058738]
[-0.7149935]
[-0.38213155]
[ 0.27225737]
[-0.20721518]
[-0.110487]
[ 0.05551621]
[-0.7267204]
[ 0.39891085]
[-0.42043472]
[-0.08730532]
[ 0.91681464]
[-0.51609392]
[ 0.78528807]
[ 0.05282754]
[ 0.77739768]
[-0.59256845]
[ 2.85108169]
[ 0.45663691]
[ 0.20642525]
[ 0.11426203]
[-1.07971565]
[-0.81337002]
[ 1.88736348]
[-0.51854903]
[-0.31442958]
[ 0.88408817]
[-0.90544698]
[-0.44772176]
[ 0.86796704]
[ 0.0947324]
[ 0.31206096]
[-0.43443945]
[-0.56796438]
[-0.11443776]
[-0.635654]
[-0.19239071]
[-0.79903992]
[-0.26781356]
[-0.40786075]
[ 0.19275221]
[-0.36485963]
[-0.74566402]
[-0.81759074]
[-1.26242647]
[ 1.52409487]
[-0.60530451]
[-0.2936132]
[ 0.48295324]
[-0.48469587]
[-0.25613811]
[-0.63329608]
[ 0.08021136]
[-0.77961358]
[-0.23227317]
[-0.33412455]
[ 1.94898047]
[-0.45857143]
[-0.54230988]
[ 0.19815979]
[-1.10931944]
[-0.39617577]
[-0.53192364]
[ 0.14432079]
[-0.36256007]
[-0.80350177]
[-0.73630282]
[ 0.50125627]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
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15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
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15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.18797846 -0.08078393 -0.01664552 ..., -0.02854381 -0.15186157
   0.05802047]
 [ 0.07024916 -0.0681509   0.03183726 ...,  0.31465654  0.07718332
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 [ 0.09380407  0.19032458  0.15385349 ...,  0.05621149 -0.38948577
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 ..., 
 [-0.0380732   0.29272801 -0.08532084 ..., -0.02403485  0.11400071
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 [-0.18890572 -0.03765344  0.06024478 ...,  0.09625303 -0.05581092
   0.12500316]
 [-0.10690884 -0.04294406 -0.19016445 ...,  0.20903535 -0.16141453
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final_inputs_run [[-0.53993585]
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 ..., 
 [-0.39575291]
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final_outputs_run [[-0.53993585]
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 ..., 
 [-0.39575291]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
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16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
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16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
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16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
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15450          0  
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15460          0  
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15462          0  
15463          0  
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...          ...  
16845          0  
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16847          0  
16848          0  
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16853          0  
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16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
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16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.18797846 -0.08078393 -0.01664552 ..., -0.02854381 -0.15186157
   0.05802047]
 [ 0.07024916 -0.0681509   0.03183726 ...,  0.31465654  0.07718332
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 [ 0.09380407  0.19032458  0.15385349 ...,  0.05621149 -0.38948577
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 ..., 
 [-0.0380732   0.29272801 -0.08532084 ..., -0.02403485  0.11400071
   0.1549277 ]
 [-0.18890572 -0.03765344  0.06024478 ...,  0.09625303 -0.05581092
   0.12500316]
 [-0.10690884 -0.04294406 -0.19016445 ...,  0.20903535 -0.16141453
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final_inputs_run [[-0.07023802]
 [ 0.0922947 ]
 [ 0.01480494]
 ..., 
 [-0.07441953]
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final_outputs_run [[-0.07023802]
 [ 0.0922947 ]
 [ 0.01480494]
 ..., 
 [-0.07441953]
 [-0.27359913]
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Progress: 8.8% ... Training loss: 0.732 ... Validation loss: 1.245[ 0.66514145]
[-0.60140617]
[-0.93652622]
[ 0.71739039]
[-0.98624117]
[ 0.33684988]
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[ 0.55680824]
[-0.40640866]
[ 0.98514206]
[-0.09731641]
[ 0.49553575]
[ 2.33039983]
[-0.35654919]
[-0.99227189]
[-0.72399471]
[-1.13189769]
[-0.58493989]
[-0.3155951]
[ 0.51224311]
[ 0.90307529]
[-0.95486181]
[ 0.28310021]
[-0.05979592]
[ 1.10905917]
[-0.62058253]
[-0.05074157]
[ 0.06353491]
[ 0.16362873]
[ 0.24952861]
[-1.00187204]
[-0.46178095]
[-0.42947366]
[-0.45167631]
[ 0.05423525]
[-0.40449483]
[-0.64899675]
[-0.96427406]
[-0.48327284]
[-0.69175453]
[-0.68749011]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.18772674 -0.08065774 -0.01626325 ..., -0.02867079 -0.15218699
   0.05814691]
 [ 0.07041955 -0.06807232  0.03211245 ...,  0.31457727  0.07684744
   0.12888524]
 [ 0.09463771  0.19068485  0.15520196 ...,  0.05579362 -0.39090243
   0.05665365]
 ..., 
 [-0.03817821  0.29268692 -0.08547962 ..., -0.02399067  0.11419595
   0.15488027]
 [-0.18882163 -0.03761862  0.06036808 ...,  0.09620871 -0.05595645
   0.12504881]
 [-0.10714214 -0.04305028 -0.19054218 ...,  0.20915038 -0.16089313
   0.03483841]]
final_inputs_run [[-0.58998066]
 [-0.55737029]
 [-0.57410355]
 ..., 
 [-0.44213019]
 [-0.44091551]
 [-0.30393265]]
final_outputs_run [[-0.58998066]
 [-0.55737029]
 [-0.57410355]
 ..., 
 [-0.44213019]
 [-0.44091551]
 [-0.30393265]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
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16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.18772674 -0.08065774 -0.01626325 ..., -0.02867079 -0.15218699
   0.05814691]
 [ 0.07041955 -0.06807232  0.03211245 ...,  0.31457727  0.07684744
   0.12888524]
 [ 0.09463771  0.19068485  0.15520196 ...,  0.05579362 -0.39090243
   0.05665365]
 ..., 
 [-0.03817821  0.29268692 -0.08547962 ..., -0.02399067  0.11419595
   0.15488027]
 [-0.18882163 -0.03761862  0.06036808 ...,  0.09620871 -0.05595645
   0.12504881]
 [-0.10714214 -0.04305028 -0.19054218 ...,  0.20915038 -0.16089313
   0.03483841]]
final_inputs_run [[-0.11611405]
 [ 0.04781143]
 [-0.02804574]
 ..., 
 [-0.11944207]
 [-0.31933071]
 [-0.50514251]]
final_outputs_run [[-0.11611405]
 [ 0.04781143]
 [-0.02804574]
 ..., 
 [-0.11944207]
 [-0.31933071]
 [-0.50514251]]
Progress: 9.0% ... Training loss: 0.732 ... Validation loss: 1.281[-0.06442958]
[-0.16324284]
[-0.44715543]
[ 0.49372767]
[ 2.08388047]
[-0.37787038]
[ 0.1728232]
[-0.08921757]
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[-0.9272532]
[ 0.4553128]
[ 0.69316415]
[-0.52039445]
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[-0.01974763]
[-0.21683291]
[-0.81590412]
[-0.55619915]
[ 0.63895378]
[-0.56200676]
[-1.15261896]
[-0.53269474]
[-0.09079222]
[-0.10001083]
[-0.24836602]
[ 0.86725313]
[ 0.4022972]
[ 0.03023147]
[ 1.0539971]
[-1.03690606]
[-0.63251222]
[-0.63404279]
[-1.21829165]
[-0.24501519]
[-0.18791944]
[-0.11578055]
[ 0.3617212]
[ 1.00371568]
[ 0.80779053]
[ 0.5204883]
[-0.49910726]
[-0.80056832]
[-0.11836001]
[-0.15020094]
[ 0.24676164]
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[-0.69969608]
[ 0.27949504]
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[ 1.32437017]
[ 0.12112151]
[-0.5357952]
[ 0.75541948]
[-0.70773948]
[-1.04120173]
[ 1.54647847]
[-0.71655163]
[-0.51370407]
[ 1.54485933]
[-0.29638767]
[-0.51495206]
[ 0.50945928]
[-0.38349933]
[-1.04326543]
[-0.73895981]
[-0.46181259]
[ 0.72526676]
[-0.62868649]
[-0.55386432]
[ 2.75273298]
[-0.56625343]
[-0.72963319]
[ 2.99741608]
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[ 2.02054213]
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[ 0.0193824]
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[ 0.35072488]
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[ 2.21067524]
[-1.08738348]
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[-0.41471123]
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[-0.90506438]
[ 0.23726682]
[ 2.74033832]
[ 3.44071682]
[ 0.82678967]
[-0.83500478]
[-0.06362916]
[ 0.7783429]
[-0.99389088]
[ 1.86697879]
[ 0.56425593]
[-0.45511741]
[-1.00566072]
[ 0.36808796]
[-0.40577522]
[-0.99157497]
[ 2.03439437]
[ 2.06484018]
[-0.70146898]
[-0.52629939]
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[-0.175288]
[-0.32700705]
[ 3.0936356]
[-0.01490958]
[ 0.94186216]
[-0.60748289]
[-0.36582564]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.18721959 -0.08041379 -0.01534228 ..., -0.02894607 -0.15305685
   0.05841043]
 [ 0.07036662 -0.06809613  0.03202565 ...,  0.31460341  0.07695286
   0.12885958]
 [ 0.09582854  0.19123053  0.15712209 ...,  0.05517054 -0.39315256
   0.05725463]
 ..., 
 [-0.03800341  0.29277502 -0.08516236 ..., -0.02408269  0.11381113
   0.15496225]
 [-0.18908742 -0.03773779  0.05991781 ...,  0.09635046 -0.05541362
   0.12490901]
 [-0.10715371 -0.04304759 -0.19052257 ...,  0.20914611 -0.16085968
   0.03484443]]
final_inputs_run [[-0.59825155]
 [-0.56586826]
 [-0.58196788]
 ..., 
 [-0.44739444]
 [-0.44603541]
 [-0.30541529]]
final_outputs_run [[-0.59825155]
 [-0.56586826]
 [-0.58196788]
 ..., 
 [-0.44739444]
 [-0.44603541]
 [-0.30541529]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.18721959 -0.08041379 -0.01534228 ..., -0.02894607 -0.15305685
   0.05841043]
 [ 0.07036662 -0.06809613  0.03202565 ...,  0.31460341  0.07695286
   0.12885958]
 [ 0.09582854  0.19123053  0.15712209 ...,  0.05517054 -0.39315256
   0.05725463]
 ..., 
 [-0.03800341  0.29277502 -0.08516236 ..., -0.02408269  0.11381113
   0.15496225]
 [-0.18908742 -0.03773779  0.05991781 ...,  0.09635046 -0.05541362
   0.12490901]
 [-0.10715371 -0.04304759 -0.19052257 ...,  0.20914611 -0.16085968
   0.03484443]]
final_inputs_run [[-0.11389981]
 [ 0.05895748]
 [-0.01513604]
 ..., 
 [-0.11294533]
 [-0.31862915]
 [-0.50884588]]
final_outputs_run [[-0.11389981]
 [ 0.05895748]
 [-0.01513604]
 ..., 
 [-0.11294533]
 [-0.31862915]
 [-0.50884588]]
Progress: 9.2% ... Training loss: 0.728 ... Validation loss: 1.273[ 3.33502707]
[-0.9370807]
[ 0.69462393]
[-1.14719815]
[-0.40962685]
[-0.39113549]
[ 0.96573914]
[-0.58253692]
[-0.3056062]
[ 3.26246055]
[-1.00513188]
[ 1.33178731]
[-0.46809453]
[ 0.13200384]
[-0.54278503]
[ 0.79834144]
[ 3.0734398]
[-0.52920923]
[-0.15951842]
[-0.21419365]
[-0.57373749]
[-0.11121502]
[-0.68384929]
[-0.53974183]
[-0.52785748]
[-0.53128923]
[-0.66804328]
[ 1.33178731]
[-0.36146671]
[-0.69884433]
[-0.35182215]
[-0.07287927]
[ 0.37199796]
[ 0.41957043]
[ 0.15575935]
[ 1.65008328]
[-0.8686808]
[ 0.87741116]
[-0.73582973]
[-0.74962238]
[ 1.21841749]
[-0.94856347]
[-0.4180118]
[-0.42556906]
[-0.83952209]
[ 0.78604905]
[-0.52027668]
[-0.51981426]
[-0.63799049]
[-0.95189042]
[-0.58340829]
[ 0.1844778]
[-0.20101541]
[ 0.56958645]
[-0.27342416]
[ 0.77403517]
[-1.07787388]
[-0.07233082]
[ 1.60170127]
[-0.42609144]
[ 1.07751721]
[-0.27945127]
[ 0.34754459]
[ 0.24375171]
[ 0.83213981]
[ 1.17826172]
[-0.48759865]
[ 1.70027496]
[-0.14751475]
[ 0.78083694]
[-0.39146936]
[ 0.18458671]
[-0.27897302]
[ 0.14028208]
[-0.78993783]
[-0.72081159]
[-0.29370723]
[-0.77965978]
[-0.69953617]
[-0.44832115]
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[-0.12873545]
[ 2.19138612]
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[ 0.37422177]
[ 0.59530128]
[ 0.97307183]
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[-0.59153029]
[ 0.5440781]
[ 1.20888201]
[ 0.25341872]
[-0.39444951]
[ 0.28976591]
[ 0.88370776]
[ 0.74336648]
[ 0.17218172]
[-0.60043984]
[-0.78635592]
[-0.70314426]
[-0.25382349]
[-0.11264175]
[-0.41430567]
[-0.36646553]
[-0.36799209]
[-0.65348722]
[ 0.17960075]
[-0.58976525]
[-0.33699476]
[-0.46941201]
[ 0.55518593]
[ 0.28625807]
[-1.11035297]
[ 1.28507567]
[ 0.52502626]
[-0.72283876]
[-0.74730103]
[-0.34666542]
[-0.77178488]
[ 0.70383019]
[ 0.00295476]
[-1.02903297]
[-0.33987385]
[ 0.17291124]
[-0.02216038]
[ 0.57103433]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.18670347 -0.08017851 -0.01442993 ..., -0.02920895 -0.15397081
   0.05867147]
 [ 0.0705404  -0.06801523  0.03233821 ...,  0.31451405  0.07663303
   0.12894986]
 [ 0.09711997  0.19180298  0.1593228  ...,  0.05450214 -0.3955603
   0.05793116]
 ..., 
 [-0.03791721  0.29281348 -0.08502085 ..., -0.02412608  0.1136314
   0.15500161]
 [-0.18915893 -0.03776828  0.05980026 ...,  0.09638442 -0.05529255
   0.12487801]
 [-0.10671298 -0.04284884 -0.18975918 ...,  0.20891886 -0.16172598
   0.0350737 ]]
final_inputs_run [[-0.59988043]
 [-0.56801395]
 [-0.5841639 ]
 ..., 
 [-0.44809959]
 [-0.44643065]
 [-0.30320266]]
final_outputs_run [[-0.59988043]
 [-0.56801395]
 [-0.5841639 ]
 ..., 
 [-0.44809959]
 [-0.44643065]
 [-0.30320266]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.18670347 -0.08017851 -0.01442993 ..., -0.02920895 -0.15397081
   0.05867147]
 [ 0.0705404  -0.06801523  0.03233821 ...,  0.31451405  0.07663303
   0.12894986]
 [ 0.09711997  0.19180298  0.1593228  ...,  0.05450214 -0.3955603
   0.05793116]
 ..., 
 [-0.03791721  0.29281348 -0.08502085 ..., -0.02412608  0.1136314
   0.15500161]
 [-0.18915893 -0.03776828  0.05980026 ...,  0.09638442 -0.05529255
   0.12487801]
 [-0.10671298 -0.04284884 -0.18975918 ...,  0.20891886 -0.16172598
   0.0350737 ]]
final_inputs_run [[-0.10993196]
 [ 0.06556608]
 [-0.00785053]
 ..., 
 [-0.1108171 ]
 [-0.31957821]
 [-0.51187053]]
final_outputs_run [[-0.10993196]
 [ 0.06556608]
 [-0.00785053]
 ..., 
 [-0.1108171 ]
 [-0.31957821]
 [-0.51187053]]
Progress: 9.4% ... Training loss: 0.725 ... Validation loss: 1.267[-0.84594359]
[ 0.0017213]
[-0.79440904]
[ 0.53980513]
[-0.90331137]
[ 0.86818397]
[-0.54783805]
[-0.08783332]
[-0.2038869]
[-1.00300576]
[-0.52732068]
[-1.00300576]
[ 0.49147693]
[ 0.76483883]
[ 1.82214946]
[ 0.04354439]
[-0.03313527]
[-0.45820978]
[ 0.39210868]
[ 0.17883822]
[-0.58378773]
[ 0.9417468]
[-0.46497689]
[-0.49673198]
[-0.09507675]
[ 0.48462952]
[-0.33648374]
[ 0.33406747]
[-0.47317038]
[-0.50444245]
[-0.54985772]
[-0.74834704]
[-0.02156556]
[ 2.02482459]
[-0.19805393]
[-0.26977261]
[-0.66303868]
[-0.35902962]
[-0.2858508]
[-0.43990953]
[ 0.48013893]
[-0.65298915]
[ 1.03542835]
[-0.66621692]
[-0.47141965]
[-0.53434335]
[-0.98369604]
[ 0.23358116]
[-0.25162364]
[-0.11597078]
[ 0.12909771]
[-0.65736937]
[ 1.25754464]
[-0.20804428]
[-0.22571288]
[ 1.12043932]
[-0.46885465]
[ 0.56085764]
[ 0.14328939]
[ 0.59380468]
[-0.67442384]
[-0.22759414]
[-0.37840666]
[ 0.54945339]
[-0.15165536]
[ 0.05605856]
[ 0.04497109]
[ 0.80437768]
[-0.02011491]
[-0.73334661]
[ 0.27002494]
[-0.1425581]
[ 1.09404836]
[-1.13094602]
[-0.73937534]
[ 0.7628828]
[-0.5213856]
[-1.0740358]
[-0.02174362]
[-0.51282111]
[ 0.44532912]
[-0.31747518]
[ 1.18314315]
[-0.22367089]
[ 1.34931736]
[-0.35799215]
[ 0.61541093]
[ 0.07491459]
[-0.30960755]
[ 1.40385109]
[-0.45853764]
[-0.81891495]
[-1.12589328]
[-0.06268415]
[-0.51438173]
[-0.2496628]
[ 0.07491459]
[ 1.03920579]
[ 0.15777896]
[ 0.46594645]
[-0.39210503]
[-0.44815703]
[-0.37536581]
[-0.46191558]
[ 0.46880627]
[ 1.01090119]
[ 1.62338817]
[-0.4575756]
[-0.76941283]
[ 1.33176875]
[-0.40447407]
[ 1.40908841]
[-0.88216532]
[ 2.69221517]
[-0.13976658]
[ 0.46788575]
[-0.34710244]
[ 0.91865911]
[-0.21972004]
[-0.34496614]
[-0.39210103]
[-0.38343717]
[-0.80831988]
[-0.64588016]
[-0.58393438]
[-0.4243612]
[-0.75090869]
[-0.33756432]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.1865676  -0.08011366 -0.01422113 ..., -0.02928127 -0.15420996
   0.05874465]
 [ 0.07062648 -0.06797303  0.03251159 ...,  0.31446733  0.07645842
   0.12899938]
 [ 0.09835389  0.19235591  0.16132141 ...,  0.05387616 -0.39784444
   0.05856638]
 ..., 
 [-0.03799386  0.29278629 -0.08514309 ..., -0.02409265  0.11374039
   0.15496487]
 [-0.18915539 -0.03776685  0.05980678 ...,  0.09638441 -0.0552931
   0.12487723]
 [-0.10665142 -0.04281841 -0.18966878 ...,  0.20889124 -0.16182363
   0.03510221]]
final_inputs_run [[-0.61874876]
 [-0.58681   ]
 [-0.60361156]
 ..., 
 [-0.46395102]
 [-0.46162877]
 [-0.31853196]]
final_outputs_run [[-0.61874876]
 [-0.58681   ]
 [-0.60361156]
 ..., 
 [-0.46395102]
 [-0.46162877]
 [-0.31853196]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.1865676  -0.08011366 -0.01422113 ..., -0.02928127 -0.15420996
   0.05874465]
 [ 0.07062648 -0.06797303  0.03251159 ...,  0.31446733  0.07645842
   0.12899938]
 [ 0.09835389  0.19235591  0.16132141 ...,  0.05387616 -0.39784444
   0.05856638]
 ..., 
 [-0.03799386  0.29278629 -0.08514309 ..., -0.02409265  0.11374039
   0.15496487]
 [-0.18915539 -0.03776685  0.05980678 ...,  0.09638441 -0.0552931
   0.12487723]
 [-0.10665142 -0.04281841 -0.18966878 ...,  0.20889124 -0.16182363
   0.03510221]]
final_inputs_run [[-0.12405029]
 [ 0.05341822]
 [-0.01923181]
 ..., 
 [-0.1243278 ]
 [-0.33508796]
 [-0.52747422]]
final_outputs_run [[-0.12405029]
 [ 0.05341822]
 [-0.01923181]
 ..., 
 [-0.1243278 ]
 [-0.33508796]
 [-0.52747422]]
Progress: 9.6% ... Training loss: 0.724 ... Validation loss: 1.276[ 0.09663117]
[ 0.20842812]
[ 0.37982028]
[ 0.92522829]
[-0.57130351]
[ 0.88044826]
[-0.14444175]
[ 0.10627319]
[ 0.53487052]
[-0.87801964]
[ 1.27283596]
[-0.5403477]
[-0.55466513]
[-0.88341355]
[-0.98266405]
[-0.48837615]
[-0.50901254]
[ 3.18927395]
[-0.89526219]
[-0.19691603]
[ 1.58918238]
[ 0.93974976]
[-0.44794581]
[-0.52781909]
[-0.18838425]
[-0.69058583]
[-0.75492253]
[-0.16809764]
[ 1.07886323]
[-0.59409082]
[-0.86523307]
[ 0.57616604]
[-0.61394263]
[-0.70115991]
[-0.22518409]
[-0.66955201]
[ 0.06682959]
[ 0.51123703]
[-0.00376621]
[ 0.91309106]
[-0.36969659]
[ 0.37394436]
[-1.09441062]
[-0.01272956]
[ 0.04454494]
[-0.96201678]
[ 0.6108981]
[ 0.19394866]
[-0.44310073]
[ 0.17086977]
[-0.61438406]
[-0.32522356]
[-0.40612391]
[-1.07064312]
[-0.10802363]
[ 0.09396776]
[-0.1877602]
[-0.4338711]
[-0.06942372]
[ 1.44662197]
[-0.92105984]
[ 0.74105263]
[ 0.32011957]
[ 0.30192359]
[-0.68632178]
[ 0.05489534]
[-0.75304229]
[ 0.04617604]
[-0.2258887]
[-0.21047138]
[-0.62957097]
[ 0.40912068]
[-0.25810709]
[-0.06202752]
[-0.96600069]
[ 0.4278568]
[-0.49827684]
[ 2.33497201]
[-0.79302216]
[ 0.25010365]
[-0.30117484]
[-0.42403002]
[-0.67688457]
[ 2.24422914]
[ 0.05902992]
[ 0.19631617]
[-0.33864821]
[-0.36032521]
[-0.73076043]
[ 1.25493247]
[-0.7740837]
[-0.28361639]
[ 1.94942367]
[ 0.21210258]
[-0.63155256]
[-0.41985081]
[ 0.82239469]
[-0.13091087]
[ 3.39145255]
[ 0.53610915]
[ 0.09563516]
[ 0.59479859]
[ 1.6288739]
[-1.12987535]
[-0.05368012]
[-0.22985325]
[-0.47596046]
[-0.53568702]
[ 1.32175538]
[-0.32110775]
[-0.27430882]
[-1.07261798]
[ 1.2428398]
[-0.2271869]
[-0.3482615]
[ 1.18626491]
[ 1.29812643]
[-0.55570995]
[ 2.61900889]
[ 0.74531871]
[-1.00984273]
[-1.17390507]
[-0.1114018]
[ 0.7943887]
[ 0.6958527]
[-0.72099872]
[-0.30329533]
[ 0.54477978]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
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15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.18555283 -0.07962713 -0.01246579 ..., -0.02982671 -0.15624871
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 [ 0.07067578 -0.06794999  0.03259953 ...,  0.3144423   0.07635064
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 [-0.18880661 -0.03759592  0.0603911  ...,  0.09619702 -0.05601757
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 [-0.10659903 -0.0427891  -0.18956508 ...,  0.20886202 -0.1619045
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final_inputs_run [[-0.60523934]
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 ..., 
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final_outputs_run [[-0.60523934]
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 ..., 
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
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15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
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...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
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16850         0         1             0    ...          1      0      0   
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16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
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15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
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15447          0          0          0          1          0          0   
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15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
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15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
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16853          0          1          0          0          0          0   
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16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
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...          ...  
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16860          0  
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16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
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[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.18555283 -0.07962713 -0.01246579 ..., -0.02982671 -0.15624871
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 [ 0.07067578 -0.06794999  0.03259953 ...,  0.3144423   0.07635064
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 ..., 
 [-0.03784532  0.29285319 -0.08489397 ..., -0.02416438  0.11345587
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 [-0.18880661 -0.03759592  0.0603911  ...,  0.09619702 -0.05601757
   0.12506365]
 [-0.10659903 -0.0427891  -0.18956508 ...,  0.20886202 -0.1619045
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final_inputs_run [[-0.10179279]
 [ 0.07912944]
 [ 0.00665467]
 ..., 
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final_outputs_run [[-0.10179279]
 [ 0.07912944]
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 ..., 
 [-0.10154792]
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Progress: 9.8% ... Training loss: 0.720 ... Validation loss: 1.255[ 1.10943418]
[ 0.91828238]
[-0.77455247]
[-0.56666292]
[ 0.03873284]
[ 0.49581549]
[ 0.81662916]
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[ 3.32134786]
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[ 0.10889499]
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[ 0.22943146]
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[ 0.18404491]
[-0.79472368]
[-0.61558552]
[ 0.01419719]
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[ 1.04534898]
[-1.25305243]
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[ 0.33040183]
[ 0.30646195]
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[ 0.85409741]
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[-0.82814844]
[ 2.41712612]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.18479185 -0.07928391 -0.01118144 ..., -0.03019854 -0.15760599
   0.0596717 ]
 [ 0.07073814 -0.06792197  0.03270965 ...,  0.31441022  0.07622939
   0.12905639]
 [ 0.1017451   0.19388815  0.16708663 ...,  0.05213604 -0.40429365
   0.06036046]
 ..., 
 [-0.03765186  0.29293501 -0.08457857 ..., -0.02425433  0.11310276
   0.15511932]
 [-0.18881298 -0.03760104  0.06034785 ...,  0.0962092  -0.05595976
   0.12504719]
 [-0.10660112 -0.04279018 -0.18956609 ...,  0.2088627  -0.16185761
   0.03512873]]
final_inputs_run [[-0.60153636]
 [-0.57088061]
 [-0.58539747]
 ..., 
 [-0.43778477]
 [-0.43523816]
 [-0.28753852]]
final_outputs_run [[-0.60153636]
 [-0.57088061]
 [-0.58539747]
 ..., 
 [-0.43778477]
 [-0.43523816]
 [-0.28753852]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
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15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
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16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
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16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
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15445          0  
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15460          0  
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15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
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16847          0  
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16852          0  
16853          0  
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16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.18479185 -0.07928391 -0.01118144 ..., -0.03019854 -0.15760599
   0.0596717 ]
 [ 0.07073814 -0.06792197  0.03270965 ...,  0.31441022  0.07622939
   0.12905639]
 [ 0.1017451   0.19388815  0.16708663 ...,  0.05213604 -0.40429365
   0.06036046]
 ..., 
 [-0.03765186  0.29293501 -0.08457857 ..., -0.02425433  0.11310276
   0.15511932]
 [-0.18881298 -0.03760104  0.06034785 ...,  0.0962092  -0.05595976
   0.12504719]
 [-0.10660112 -0.04279018 -0.18956609 ...,  0.2088627  -0.16185761
   0.03512873]]
final_inputs_run [[-0.0877118 ]
 [ 0.09449545]
 [ 0.02184174]
 ..., 
 [-0.08828229]
 [-0.30563893]
 [-0.5014992 ]]
final_outputs_run [[-0.0877118 ]
 [ 0.09449545]
 [ 0.02184174]
 ..., 
 [-0.08828229]
 [-0.30563893]
 [-0.5014992 ]]
Progress: 10.0% ... Training loss: 0.717 ... Validation loss: 1.242[ 0.21702086]
[-0.65607903]
[-0.18001434]
[ 2.39542961]
[ 1.24359608]
[-0.49660051]
[-0.77082252]
[-0.75166105]
[-0.25294366]
[-0.43427559]
[-0.84901579]
[-0.47770523]
[ 0.30931847]
[-0.07653715]
[-0.84972449]
[ 0.4569528]
[-0.15244104]
[-0.44013242]
[-0.27771255]
[-0.44637316]
[ 0.12247505]
[-0.05836783]
[-0.617622]
[-0.75856974]
[ 0.26054177]
[ 1.1494725]
[-0.77666515]
[-0.3746339]
[-0.97127879]
[-0.36209275]
[-0.11124033]
[-0.73599309]
[-0.77029689]
[ 0.43769915]
[-0.90603259]
[-0.1468168]
[-0.87163259]
[ 0.09322226]
[-0.11880491]
[ 0.03245762]
[-0.93644059]
[ 0.49561053]
[-0.1444607]
[ 0.12230146]
[-0.57067594]
[-0.23993025]
[-0.62893472]
[-0.21878014]
[-0.38834956]
[-0.67690967]
[-0.31388783]
[-1.04602222]
[-0.40524443]
[ 2.30861228]
[-0.25397164]
[-0.43972809]
[ 0.0334083]
[-0.56386944]
[ 0.68939557]
[ 0.51989363]
[-0.43469367]
[ 0.95633846]
[ 0.54226954]
[-0.54111305]
[-0.83720165]
[-0.50743241]
[-0.13748812]
[ 2.51250518]
[-0.12081809]
[-0.85276857]
[-0.3491374]
[ 0.5971158]
[-0.12749149]
[-0.42813755]
[-0.08546289]
[-0.55695293]
[-0.99514779]
[ 0.63182969]
[ 1.03568222]
[-0.48088837]
[-0.14483239]
[-1.17193026]
[-0.12917497]
[ 0.00748573]
[-0.9234095]
[ 0.07602029]
[-0.11350033]
[ 0.35583192]
[-1.1180006]
[-0.94069533]
[ 1.32606424]
[ 1.99947586]
[-0.11824293]
[-0.14885021]
[-0.31274478]
[ 0.28010848]
[ 0.66342403]
[-0.84498821]
[-0.85203686]
[-0.80334395]
[-1.07325816]
[ 1.43296223]
[-0.4285226]
[ 0.63299123]
[-0.27709787]
[-0.29144967]
[ 0.46026691]
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[-0.93227911]
[-0.65842703]
[-0.62473138]
[-0.59057202]
[ 0.42072433]
[-0.64559907]
[ 0.51335803]
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[-0.6690066]
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[-0.64905886]
[ 0.38954297]
[ 0.52535607]
[-0.70232959]
[-0.35460634]
[-1.06969183]
[-0.3620335]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.1846286  -0.07921371 -0.01098309 ..., -0.03027348 -0.15780736
   0.05975959]
 [ 0.0707883  -0.06789481  0.03281637 ...,  0.31438276  0.07610635
   0.12908861]
 [ 0.1026316   0.19429674  0.16850437 ...,  0.0517014  -0.40596629
   0.06083677]
 ..., 
 [-0.03800174  0.2927698  -0.0851696  ..., -0.02408783  0.11379742
   0.15493929]
 [-0.18902625 -0.0377062   0.05997274 ...,  0.0963192  -0.05548786
   0.12492803]
 [-0.10673215 -0.0428516  -0.1898103  ...,  0.2089291  -0.16153617
   0.03505621]]
final_inputs_run [[-0.68858757]
 [-0.65683479]
 [-0.6755302 ]
 ..., 
 [-0.51839351]
 [-0.51507517]
 [-0.36830475]]
final_outputs_run [[-0.68858757]
 [-0.65683479]
 [-0.6755302 ]
 ..., 
 [-0.51839351]
 [-0.51507517]
 [-0.36830475]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.1846286  -0.07921371 -0.01098309 ..., -0.03027348 -0.15780736
   0.05975959]
 [ 0.0707883  -0.06789481  0.03281637 ...,  0.31438276  0.07610635
   0.12908861]
 [ 0.1026316   0.19429674  0.16850437 ...,  0.0517014  -0.40596629
   0.06083677]
 ..., 
 [-0.03800174  0.2927698  -0.0851696  ..., -0.02408783  0.11379742
   0.15493929]
 [-0.18902625 -0.0377062   0.05997274 ...,  0.0963192  -0.05548786
   0.12492803]
 [-0.10673215 -0.0428516  -0.1898103  ...,  0.2089291  -0.16153617
   0.03505621]]
final_inputs_run [[-0.16838586]
 [ 0.02144382]
 [-0.04710071]
 ..., 
 [-0.16446493]
 [-0.38419336]
 [-0.58151717]]
final_outputs_run [[-0.16838586]
 [ 0.02144382]
 [-0.04710071]
 ..., 
 [-0.16446493]
 [-0.38419336]
 [-0.58151717]]
Progress: 10.2% ... Training loss: 0.720 ... Validation loss: 1.307[-0.85732278]
[-0.7420365]
[-0.48327092]
[ 0.5983815]
[ 0.50028379]
[ 1.96060597]
[-0.78181035]
[ 0.35969542]
[ 0.19617769]
[-0.5199447]
[-0.91167159]
[-0.22746256]
[ 0.24438143]
[-0.47296577]
[-0.25392991]
[-0.25857902]
[-0.88241166]
[-0.38778328]
[-0.00667425]
[-0.14659621]
[-0.30841565]
[-0.10975869]
[ 0.90121884]
[-0.61041796]
[-0.08219143]
[ 2.39061843]
[-0.20726581]
[-0.25984947]
[ 0.25934129]
[-0.67277042]
[ 0.84385417]
[-0.74257762]
[ 1.38356506]
[-0.48376434]
[-0.606057]
[-0.03620899]
[ 1.53006161]
[-0.19795558]
[-0.85867495]
[-0.74537032]
[ 1.7710306]
[-0.32787612]
[ 0.09619308]
[-0.49379992]
[-0.59504306]
[ 0.04403378]
[-0.2313487]
[-0.48465115]
[-0.41238899]
[-0.22134226]
[ 0.30230436]
[-0.24996612]
[-0.42438596]
[-0.74900825]
[-0.30503024]
[ 0.44481349]
[ 0.23139032]
[ 1.34699274]
[-0.62813738]
[-0.20875114]
[-0.93099667]
[-0.41673864]
[-0.48479205]
[-0.07769867]
[ 2.28226823]
[ 0.01878104]
[-0.1132539]
[ 0.19420357]
[-0.43121912]
[-0.67335675]
[-0.38910126]
[-0.83427117]
[-0.35159946]
[-1.07576005]
[ 0.88923778]
[ 0.20829042]
[-0.78296597]
[-0.69444502]
[-0.5783564]
[-0.47745302]
[-0.55359454]
[ 0.34597553]
[ 0.25819105]
[-0.82065306]
[-0.47262952]
[-0.0665915]
[ 0.95975315]
[-0.50089396]
[-0.51893795]
[-0.1798546]
[ 1.03238224]
[ 0.76360921]
[-0.00829541]
[-0.76901286]
[ 0.0843674]
[ 0.40151568]
[ 1.21898008]
[ 0.10938495]
[ 0.57741608]
[ 2.04804133]
[-0.15881467]
[-0.40770478]
[-0.06723377]
[ 2.36874879]
[ 1.28737851]
[-0.2759697]
[-0.8707017]
[-0.81605302]
[ 0.1324257]
[ 3.26834556]
[-0.22119972]
[ 1.11672137]
[-1.20258724]
[-0.33861936]
[-0.04163535]
[-0.11855627]
[-0.2248006]
[ 0.17866087]
[ 0.82745723]
[-0.2974066]
[ 0.64484788]
[ 0.84373746]
[-0.17565858]
[-0.32671698]
[-0.30759583]
[ 0.67753508]
[ 0.23195043]
[-0.11397709]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.18386061 -0.07885786 -0.00958836 ..., -0.03068879 -0.15928112
   0.06016883]
 [ 0.07096537 -0.06781072  0.03315945 ...,  0.31428552  0.07569757
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 [ 0.10390124  0.19486572  0.17060534 ...,  0.05102323 -0.4084227
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 ..., 
 [-0.03822424  0.29267147 -0.08554067 ..., -0.02396992  0.11426388
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 [-0.18907147 -0.03772696  0.0598921  ...,  0.0963405  -0.05538004
   0.12490616]
 [-0.10660989 -0.04279288 -0.18960547 ...,  0.20886762 -0.16171688
   0.03512187]]
final_inputs_run [[-0.69023253]
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 [-0.67678516]
 ..., 
 [-0.51442192]
 [-0.51092551]
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final_outputs_run [[-0.69023253]
 [-0.6588664 ]
 [-0.67678516]
 ..., 
 [-0.51442192]
 [-0.51092551]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.18386061 -0.07885786 -0.00958836 ..., -0.03068879 -0.15928112
   0.06016883]
 [ 0.07096537 -0.06781072  0.03315945 ...,  0.31428552  0.07569757
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 [ 0.10390124  0.19486572  0.17060534 ...,  0.05102323 -0.4084227
   0.06148453]
 ..., 
 [-0.03822424  0.29267147 -0.08554067 ..., -0.02396992  0.11426388
   0.15482736]
 [-0.18907147 -0.03772696  0.0598921  ...,  0.0963405  -0.05538004
   0.12490616]
 [-0.10660989 -0.04279288 -0.18960547 ...,  0.20886762 -0.16171688
   0.03512187]]
final_inputs_run [[-0.16080767]
 [ 0.03151763]
 [-0.03639161]
 ..., 
 [-0.15715181]
 [-0.38003353]
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final_outputs_run [[-0.16080767]
 [ 0.03151763]
 [-0.03639161]
 ..., 
 [-0.15715181]
 [-0.38003353]
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Progress: 10.4% ... Training loss: 0.717 ... Validation loss: 1.299[ 0.16814192]
[ 0.79072573]
[-0.35901796]
[-0.17281596]
[-0.1574999]
[-0.05170311]
[-0.58429595]
[ 1.18626442]
[-0.77166436]
[-0.01495688]
[-0.43607169]
[-0.11798158]
[-0.0203926]
[ 0.9978869]
[-0.14915154]
[-0.73546833]
[-0.85421297]
[ 0.73100978]
[ 1.6366907]
[ 1.19759991]
[-0.8792944]
[-0.25848175]
[-0.15328272]
[ 0.59682644]
[ 0.6255891]
[-0.92784037]
[-0.4592481]
[ 1.07695283]
[ 0.23546202]
[ 0.34286004]
[-0.07996968]
[-0.4513031]
[-0.71308464]
[ 0.08029663]
[ 0.49963381]
[-0.00628589]
[-0.52476747]
[ 1.20305874]
[ 1.0957282]
[ 0.1812268]
[-0.85869733]
[ 0.1258676]
[ 0.2228261]
[ 2.95916925]
[ 2.00892786]
[-0.3614838]
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[-0.15121609]
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[-0.36987775]
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[ 0.15604407]
[ 1.71631026]
[ 0.84261661]
[-0.28197154]
[-0.54061868]
[ 0.64451674]
[-0.64081185]
[-0.97106934]
[ 0.85089306]
[ 0.55554681]
[-0.44627618]
[-0.03072221]
[ 1.34042128]
[ 0.13018411]
[-0.57032251]
[ 0.3087994]
[-0.30097118]
[-0.54382973]
[-0.20324591]
[-0.82332125]
[-0.36883741]
[-0.49214741]
[ 0.62640325]
[-0.39843596]
[ 1.13994754]
[-0.34690613]
[ 0.22431191]
[-0.28042834]
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[ 0.81198072]
[ 0.06788371]
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[ 0.05625125]
[ 1.58578175]
[-0.1147382]
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[ 0.32480576]
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[ 0.6441523]
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[ 0.8459221]
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[-0.50039562]
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[-0.65299492]
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[ 1.15233442]
[ 1.42482173]
[ 0.40160076]
[ 0.86651994]
[ 0.5712244]
[-0.74854596]
[ 0.3828017]
[-0.64141659]
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[ 0.78481714]
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[ 0.24531311]
[ 0.05447117]
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[ 0.19243053]
[ 0.17706705]
[ 0.47845201]
[-0.28085202]
[-0.40345303]
[ 0.64541967]
[-0.38947082]
[ 0.17623076]
[ 0.64855636]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.18308158 -0.07850152 -0.00825912 ..., -0.03109907 -0.16062777
   0.060573  ]
 [ 0.07086924 -0.06785408  0.03299503 ...,  0.31433513  0.07589572
   0.12913284]
 [ 0.10537539  0.19553172  0.173077   ...,  0.05023485 -0.41109571
   0.06226166]
 ..., 
 [-0.03824089  0.29266355 -0.08557196 ..., -0.0239603   0.11428809
   0.15481971]
 [-0.18893546 -0.03766732  0.06010042 ...,  0.09627087 -0.05561217
   0.12497351]
 [-0.10650467 -0.04274473 -0.18940972 ...,  0.20881254 -0.16185779
   0.03517631]]
final_inputs_run [[-0.67004656]
 [-0.63969538]
 [-0.65553813]
 ..., 
 [-0.49061313]
 [-0.48748828]
 [-0.33730336]]
final_outputs_run [[-0.67004656]
 [-0.63969538]
 [-0.65553813]
 ..., 
 [-0.49061313]
 [-0.48748828]
 [-0.33730336]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.18308158 -0.07850152 -0.00825912 ..., -0.03109907 -0.16062777
   0.060573  ]
 [ 0.07086924 -0.06785408  0.03299503 ...,  0.31433513  0.07589572
   0.12913284]
 [ 0.10537539  0.19553172  0.173077   ...,  0.05023485 -0.41109571
   0.06226166]
 ..., 
 [-0.03824089  0.29266355 -0.08557196 ..., -0.0239603   0.11428809
   0.15481971]
 [-0.18893546 -0.03766732  0.06010042 ...,  0.09627087 -0.05561217
   0.12497351]
 [-0.10650467 -0.04274473 -0.18940972 ...,  0.20881254 -0.16185779
   0.03517631]]
final_inputs_run [[-0.13249059]
 [ 0.06145836]
 [-0.00720903]
 ..., 
 [-0.13050173]
 [-0.35648038]
 [-0.55551163]]
final_outputs_run [[-0.13249059]
 [ 0.06145836]
 [-0.00720903]
 ..., 
 [-0.13050173]
 [-0.35648038]
 [-0.55551163]]
Progress: 10.6% ... Training loss: 0.712 ... Validation loss: 1.272[-0.24715746]
[ 0.14136932]
[ 0.50769776]
[ 0.02384306]
[-0.26045105]
[-0.795274]
[ 3.24629228]
[-0.60782465]
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[ 0.502888]
[ 0.78335754]
[ 3.63158824]
[-0.47961148]
[ 1.2319466]
[ 2.53447121]
[ 0.09435836]
[ 1.54093673]
[ 0.78598815]
[-0.34266716]
[ 0.60516826]
[ 0.16104785]
[-0.11792248]
[-0.30864772]
[-0.47129505]
[-0.3612344]
[-1.05442924]
[-0.66967452]
[ 1.82731107]
[-0.05471048]
[-1.0632471]
[-0.65593226]
[-0.15958542]
[-0.72378468]
[-0.16641067]
[-0.29452953]
[-0.3829684]
[-0.94525428]
[-0.25914348]
[-0.74570546]
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[ 0.46670256]
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[ 0.46432579]
[ 0.14455875]
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[ 0.16285701]
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[ 0.15448328]
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[ 0.11036441]
[ 0.37787447]
[ 0.08844167]
[ 0.06254931]
[ 2.64451987]
[-0.42917728]
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[ 0.22725364]
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[-0.65736307]
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[ 0.99397209]
[ 1.63987278]
[-0.59390232]
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[ 0.32890974]
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[ 2.3594647]
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[ 0.0716772]
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[ 0.22732944]
[ 0.02477669]
[-0.3896039]
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[ 0.49368782]
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[-0.27797054]
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[ 0.23539915]
[ 0.30028248]
[ 0.84834828]
[ 0.04964142]
[-0.21635343]
[-0.65908345]
[ 1.76832021]
[ 2.16265996]
[ 2.14272067]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.18243352 -0.07820082 -0.007055   ..., -0.03144477 -0.16188918
   0.06091864]
 [ 0.07086924 -0.06785408  0.03299503 ...,  0.31433513  0.07589572
   0.12913284]
 [ 0.10691256  0.19624058  0.17571274 ...,  0.0494433  -0.41411344
   0.06306401]
 ..., 
 [-0.03761445  0.29295034 -0.08444341 ..., -0.02428085  0.11302025
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 [-0.18879364 -0.03759884  0.06030231 ...,  0.09620058 -0.05592141
   0.12504804]
 [-0.10648853 -0.04273466 -0.18935731 ...,  0.20880395 -0.16188284
   0.035181  ]]
final_inputs_run [[-0.66047824]
 [-0.63073472]
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 ..., 
 [-0.47607755]
 [-0.47278638]
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final_outputs_run [[-0.66047824]
 [-0.63073472]
 [-0.64533983]
 ..., 
 [-0.47607755]
 [-0.47278638]
 [-0.32056248]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.18243352 -0.07820082 -0.007055   ..., -0.03144477 -0.16188918
   0.06091864]
 [ 0.07086924 -0.06785408  0.03299503 ...,  0.31433513  0.07589572
   0.12913284]
 [ 0.10691256  0.19624058  0.17571274 ...,  0.0494433  -0.41411344
   0.06306401]
 ..., 
 [-0.03761445  0.29295034 -0.08444341 ..., -0.02428085  0.11302025
   0.15514069]
 [-0.18879364 -0.03759884  0.06030231 ...,  0.09620058 -0.05592141
   0.12504804]
 [-0.10648853 -0.04273466 -0.18935731 ...,  0.20880395 -0.16188284
   0.035181  ]]
final_inputs_run [[-0.11230883]
 [ 0.08498863]
 [ 0.01595129]
 ..., 
 [-0.11021187]
 [-0.33969651]
 [-0.54068201]]
final_outputs_run [[-0.11230883]
 [ 0.08498863]
 [ 0.01595129]
 ..., 
 [-0.11021187]
 [-0.33969651]
 [-0.54068201]]
Progress: 10.8% ... Training loss: 0.708 ... Validation loss: 1.252[-0.63967223]
[ 0.42881213]
[ 0.53496269]
[-0.15749738]
[ 1.16560104]
[-1.07700935]
[ 0.52872297]
[-0.68011402]
[ 3.88259041]
[ 0.89102795]
[-0.5054039]
[ 0.32448681]
[ 0.07093897]
[-0.45453005]
[ 1.68735088]
[ 0.90991514]
[-0.12225736]
[-0.22008113]
[ 0.2666426]
[ 0.02315191]
[ 0.60174049]
[ 0.19709444]
[ 0.24129958]
[-0.40476215]
[-0.3033554]
[ 0.91921749]
[-0.62961025]
[-0.45873102]
[ 0.30381328]
[-0.29258993]
[-0.0935436]
[-0.83522235]
[ 0.12870745]
[ 0.14830705]
[ 0.66168151]
[-0.43396876]
[-0.46903884]
[-0.43372055]
[-0.5853824]
[-0.39522697]
[-0.17457983]
[-0.61954459]
[-0.6546566]
[-0.29776465]
[-0.53362773]
[-0.61523578]
[-0.02753212]
[ 0.41904364]
[-0.28405759]
[-0.86366698]
[ 0.76230823]
[ 1.37096512]
[-1.24239546]
[-0.50255033]
[-0.52933084]
[-0.04242632]
[-0.66349653]
[ 0.19709444]
[-0.89830262]
[ 0.36419713]
[-0.4080214]
[ 2.44885098]
[ 0.08989682]
[ 0.73703956]
[ 0.11550022]
[ 0.80878797]
[-1.10660065]
[-0.18190933]
[-0.53099876]
[ 0.62506863]
[ 0.55103187]
[-0.77701158]
[ 0.03405174]
[-0.94595274]
[-0.08493245]
[-0.63184995]
[-0.4464856]
[ 0.45842829]
[-0.72572429]
[-0.110555]
[ 0.58051126]
[ 0.07124038]
[-0.40272948]
[ 0.25310775]
[-0.30192692]
[ 0.18110093]
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[-0.41171056]
[-0.38743815]
[-0.05331351]
[-0.29011434]
[-0.83015614]
[-0.98835141]
[-0.84704257]
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[-0.19409259]
[ 0.23930739]
[-0.6102586]
[-0.14421652]
[ 1.29883007]
[ 0.37960986]
[-0.81477586]
[ 0.09989555]
[-0.76386903]
[-0.37331989]
[-0.08284688]
[ 0.12026223]
[ 0.75156068]
[-0.87584382]
[ 0.47589483]
[-1.1509712]
[-0.06074944]
[-0.6682112]
[ 1.90097368]
[-0.34237528]
[-0.56424366]
[-0.27287591]
[ 0.01524305]
[-0.23888117]
[-0.47811774]
[ 1.16517794]
[ 1.17185223]
[ 0.13892491]
[-0.56951835]
[ 0.42497508]
[-0.33042855]
[ 0.86888226]
[ 1.84020898]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.1819909  -0.07798312 -0.0063538  ..., -0.03167023 -0.16277212
   0.06115189]
 [ 0.07086101 -0.0678583   0.0329728  ...,  0.31434148  0.07591274
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 [ 0.10722741  0.19639714  0.17618739 ...,  0.04928553 -0.41471275
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 ..., 
 [-0.03734037  0.29307893 -0.08399815 ..., -0.02441947  0.11249198
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 [-0.18898038 -0.03768859  0.05995452 ...,  0.09628845 -0.05554192
   0.12495045]
 [-0.10638167 -0.04268145 -0.18913983 ...,  0.20875221 -0.16209324
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final_inputs_run [[-0.66756521]
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 ..., 
 [-0.4844116 ]
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final_outputs_run [[-0.66756521]
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 ..., 
 [-0.4844116 ]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
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16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
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15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.1819909  -0.07798312 -0.0063538  ..., -0.03167023 -0.16277212
   0.06115189]
 [ 0.07086101 -0.0678583   0.0329728  ...,  0.31434148  0.07591274
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 [ 0.10722741  0.19639714  0.17618739 ...,  0.04928553 -0.41471275
   0.0632268 ]
 ..., 
 [-0.03734037  0.29307893 -0.08399815 ..., -0.02441947  0.11249198
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 [-0.18898038 -0.03768859  0.05995452 ...,  0.09628845 -0.05554192
   0.12495045]
 [-0.10638167 -0.04268145 -0.18913983 ...,  0.20875221 -0.16209324
   0.03524039]]
final_inputs_run [[-0.11675178]
 [ 0.08357871]
 [ 0.0154848 ]
 ..., 
 [-0.11307578]
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final_outputs_run [[-0.11675178]
 [ 0.08357871]
 [ 0.0154848 ]
 ..., 
 [-0.11307578]
 [-0.34494892]
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Progress: 11.0% ... Training loss: 0.707 ... Validation loss: 1.253[-0.15590984]
[ 0.2506762]
[-0.94562313]
[-0.88391219]
[-0.45701494]
[-0.7906092]
[ 1.48755804]
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[ 1.44232781]
[ 0.62505759]
[-0.39721003]
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[ 1.80965597]
[ 0.10100589]
[ 0.01508804]
[-0.11032493]
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[-0.78296154]
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[-0.58086688]
[-0.47991181]
[-0.12541776]
[-0.55297285]
[-0.51961948]
[ 0.27909923]
[ 0.44089225]
[-0.01415177]
[ 0.68634572]
[-0.20349958]
[-0.60514957]
[-0.87339183]
[-0.30857319]
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[ 1.11062494]
[ 0.74061698]
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[ 0.52890149]
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[ 1.64647814]
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[ 1.47303218]
[ 0.98181145]
[ 0.21913585]
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[ 0.35006591]
[ 1.44966727]
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[ 0.42264594]
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[ 0.15598151]
[ 0.94961601]
[ 0.35656807]
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[ 0.10492327]
[ 0.46987188]
[ 0.4020517]
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[ 0.56236682]
[ 0.6409571]
[ 0.59654303]
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[ 0.72738017]
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[ 0.38223702]
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[ 1.10274584]
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[ 0.32974213]
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[ 0.15932246]
[-0.36435789]
[ 1.85070772]
[-0.06642938]
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[-0.01936973]
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[ 2.51031591]
[ 0.03433153]
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[ 0.12981531]
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[ 0.14886738]
[ 2.178911]
[-0.35390841]
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[-0.50175826]
[ 0.16423164]
[-0.72383727]
[-0.20155853]
[-0.28692324]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.18201608 -0.07799699 -0.00642283 ..., -0.03165501 -0.16262423
   0.06112687]
 [ 0.07079659 -0.06789066  0.03285449 ...,  0.31437385  0.07603755
   0.12909007]
 [ 0.10764937  0.1965788   0.17682433 ...,  0.04907866 -0.41546663
   0.06344325]
 ..., 
 [-0.03740484  0.29304601 -0.08411028 ..., -0.02438116  0.11270406
   0.15523267]
 [-0.18896307 -0.03767621  0.06000742 ...,  0.09627693 -0.05557832
   0.12496311]
 [-0.10632251 -0.04265036 -0.1890508  ...,  0.20872271 -0.16221994
   0.03527331]]
final_inputs_run [[-0.70551929]
 [-0.67579676]
 [-0.69140781]
 ..., 
 [-0.52091419]
 [-0.51703927]
 [-0.36172414]]
final_outputs_run [[-0.70551929]
 [-0.67579676]
 [-0.69140781]
 ..., 
 [-0.52091419]
 [-0.51703927]
 [-0.36172414]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
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15456          0          0          0          0          1          0   
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15460          0          0          0          0          1          0   
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15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
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16857          0          1          0          0          0          0   
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16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
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15460          0  
15461          0  
15462          0  
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15464          0  
...          ...  
16845          0  
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16868          0  
16869          0  
16870          0  
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16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.18201608 -0.07799699 -0.00642283 ..., -0.03165501 -0.16262423
   0.06112687]
 [ 0.07079659 -0.06789066  0.03285449 ...,  0.31437385  0.07603755
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 [ 0.10764937  0.1965788   0.17682433 ...,  0.04907866 -0.41546663
   0.06344325]
 ..., 
 [-0.03740484  0.29304601 -0.08411028 ..., -0.02438116  0.11270406
   0.15523267]
 [-0.18896307 -0.03767621  0.06000742 ...,  0.09627693 -0.05557832
   0.12496311]
 [-0.10632251 -0.04265036 -0.1890508  ...,  0.20872271 -0.16221994
   0.03527331]]
final_inputs_run [[-0.15085842]
 [ 0.05539551]
 [-0.01008598]
 ..., 
 [-0.14416382]
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final_outputs_run [[-0.15085842]
 [ 0.05539551]
 [-0.01008598]
 ..., 
 [-0.14416382]
 [-0.37968704]
 [-0.58471464]]
Progress: 11.2% ... Training loss: 0.707 ... Validation loss: 1.278[ 0.28561428]
[-0.97485628]
[ 0.61168123]
[-0.46641596]
[ 2.35194308]
[ 0.8702809]
[-0.5612587]
[ 0.04067861]
[ 0.1761485]
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[-0.58263315]
[ 0.09234553]
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[ 0.75690738]
[ 0.92818792]
[-0.53527208]
[-0.95022345]
[-0.40099464]
[ 1.06486668]
[-0.27901611]
[-0.24713622]
[ 0.5086595]
[ 0.35430104]
[-1.09436978]
[-0.40078142]
[ 0.19637602]
[-0.67159199]
[ 0.37599241]
[-0.34699319]
[-0.35877651]
[ 0.19564044]
[-0.01374662]
[ 0.1480697]
[ 0.5323538]
[-0.23302395]
[ 0.03658654]
[ 0.87781363]
[-0.53636717]
[ 0.04789813]
[ 0.09908196]
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[ 0.28067937]
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[ 0.40243569]
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[ 0.68438923]
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[ 0.4539126]
[ 1.39232539]
[ 0.86375925]
[-0.46218532]
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[ 0.71572221]
[ 1.07557795]
[ 0.11353419]
[ 1.02081888]
[-0.5294889]
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[ 0.23722146]
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[ 2.48275043]
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[ 1.34639772]
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[ 0.12134068]
[ 0.08579735]
[ 1.07156976]
[-0.45509615]
[ 0.56082918]
[-0.54665019]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.18120909 -0.07761113 -0.00495418 ..., -0.03207881 -0.16412412
   0.06154841]
 [ 0.07087037 -0.067855    0.0329772  ...,  0.31434017  0.07587933
   0.12912134]
 [ 0.10850965  0.19697689  0.17837271 ...,  0.04863354 -0.41706955
   0.06390336]
 ..., 
 [-0.03744683  0.29302691 -0.08419114 ..., -0.02436056  0.11278536
   0.15521115]
 [-0.18887881 -0.03764211  0.06016874 ...,  0.09623065 -0.05570259
   0.12500941]
 [-0.10625958 -0.04262223 -0.188918   ...,  0.20868879 -0.1622809
   0.0353094 ]]
final_inputs_run [[-0.68843201]
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 ..., 
 [-0.50118454]
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final_outputs_run [[-0.68843201]
 [-0.65954253]
 [-0.67370149]
 ..., 
 [-0.50118454]
 [-0.49780235]
 [-0.340324  ]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.18120909 -0.07761113 -0.00495418 ..., -0.03207881 -0.16412412
   0.06154841]
 [ 0.07087037 -0.067855    0.0329772  ...,  0.31434017  0.07587933
   0.12912134]
 [ 0.10850965  0.19697689  0.17837271 ...,  0.04863354 -0.41706955
   0.06390336]
 ..., 
 [-0.03744683  0.29302691 -0.08419114 ..., -0.02436056  0.11278536
   0.15521115]
 [-0.18887881 -0.03764211  0.06016874 ...,  0.09623065 -0.05570259
   0.12500941]
 [-0.10625958 -0.04262223 -0.188918   ...,  0.20868879 -0.1622809
   0.0353094 ]]
final_inputs_run [[-0.12638353]
 [ 0.08274613]
 [ 0.01737209]
 ..., 
 [-0.12022563]
 [-0.35904663]
 [-0.56590544]]
final_outputs_run [[-0.12638353]
 [ 0.08274613]
 [ 0.01737209]
 ..., 
 [-0.12022563]
 [-0.35904663]
 [-0.56590544]]
Progress: 11.4% ... Training loss: 0.703 ... Validation loss: 1.254[-0.26389431]
[ 1.19429758]
[ 1.69410621]
[ 0.12177474]
[ 0.56490266]
[ 0.03470123]
[-0.13750834]
[-0.67628763]
[-0.82657915]
[-0.4087973]
[-0.3042976]
[ 0.07723994]
[-0.62519019]
[-0.79764053]
[-0.15573512]
[ 1.68519143]
[ 0.92478234]
[ 0.55666752]
[-0.65840172]
[-0.12954365]
[-0.30756873]
[ 1.73175276]
[ 0.3354285]
[-0.00700298]
[ 1.01665191]
[ 0.22096358]
[ 0.33211712]
[ 3.56845885]
[-0.26603708]
[ 1.19408686]
[ 0.90621687]
[ 0.1707973]
[-0.51379601]
[-0.05599433]
[-0.18293748]
[-0.84710507]
[ 0.86299264]
[-0.58846023]
[-0.94961058]
[ 1.61065453]
[ 0.10224227]
[-0.4794494]
[-0.09713421]
[-1.03447047]
[-0.48364394]
[ 0.38312989]
[-0.40146815]
[-0.43065283]
[-0.28170183]
[-0.24260522]
[ 0.32530052]
[-1.05394727]
[ 1.44924254]
[-0.58651413]
[-0.96021784]
[-0.81695]
[-0.04420723]
[-0.55182829]
[ 0.95540782]
[-0.59664311]
[ 2.51669648]
[ 0.00481458]
[ 2.00758567]
[ 0.63449175]
[ 0.08593027]
[ 1.44912374]
[-0.75210303]
[ 0.87689045]
[ 0.26139358]
[-0.91447575]
[-0.7445507]
[ 0.03448863]
[-0.10078652]
[ 0.50613651]
[-0.57614125]
[-0.95011619]
[ 0.19945199]
[ 1.640558]
[ 0.22990469]
[ 0.23617432]
[ 2.93497874]
[ 1.81134879]
[ 1.00990325]
[ 2.09027301]
[-0.44726894]
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[-0.43337097]
[ 1.5619195]
[ 0.07665916]
[-0.58099268]
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[-0.49199747]
[ 3.19509317]
[-0.90401317]
[-0.56325786]
[-0.30107633]
[ 0.100331]
[-0.30114243]
[ 0.14220871]
[-0.72504988]
[-0.32843809]
[ 0.11700479]
[-0.76520372]
[ 1.1290477]
[ 0.68491116]
[-0.19932234]
[ 0.12457743]
[ 0.12736551]
[-0.94465898]
[-0.02086945]
[-1.06664589]
[ 0.1344743]
[-0.35105571]
[-0.75997003]
[-0.02842241]
[-0.74848264]
[-1.15901117]
[ 1.44731755]
[ 0.65444365]
[-0.21626693]
[-0.5597696]
[-0.88307624]
[ 1.15004334]
[-0.94627826]
[ 1.38152268]
[-0.10839655]
[ 1.48590933]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.18012145 -0.07705014 -0.00292151 ..., -0.03266572 -0.16643734
   0.06216853]
 [ 0.07088386 -0.06784918  0.03299567 ...,  0.31433697  0.07584431
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 [ 0.10951716  0.19745953  0.18005592 ...,  0.04812302 -0.41894147
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 ..., 
 [-0.03713127  0.29318193 -0.08365605 ..., -0.02451724  0.11212962
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 [-0.18838871 -0.03740575  0.061051   ...,  0.09598659 -0.0566419
   0.12526945]
 [-0.10625152 -0.0426173  -0.18889096 ...,  0.20868225 -0.16228112
   0.03530856]]
final_inputs_run [[-0.62513543]
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 ..., 
 [-0.4305155 ]
 [-0.42764751]
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final_outputs_run [[-0.62513543]
 [-0.59851389]
 [-0.60766663]
 ..., 
 [-0.4305155 ]
 [-0.42764751]
 [-0.26770042]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
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15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.18012145 -0.07705014 -0.00292151 ..., -0.03266572 -0.16643734
   0.06216853]
 [ 0.07088386 -0.06784918  0.03299567 ...,  0.31433697  0.07584431
   0.12912457]
 [ 0.10951716  0.19745953  0.18005592 ...,  0.04812302 -0.41894147
   0.06443589]
 ..., 
 [-0.03713127  0.29318193 -0.08365605 ..., -0.02451724  0.11212962
   0.15536988]
 [-0.18838871 -0.03740575  0.061051   ...,  0.09598659 -0.0566419
   0.12526945]
 [-0.10625152 -0.0426173  -0.18889096 ...,  0.20868225 -0.16228112
   0.03530856]]
final_inputs_run [[-0.04945906]
 [ 0.15749072]
 [ 0.08936576]
 ..., 
 [-0.04671647]
 [-0.28720072]
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final_outputs_run [[-0.04945906]
 [ 0.15749072]
 [ 0.08936576]
 ..., 
 [-0.04671647]
 [-0.28720072]
 [-0.49493702]]
Progress: 11.6% ... Training loss: 0.702 ... Validation loss: 1.194[-0.05336359]
[-0.24410954]
[ 0.80707443]
[ 3.2326137]
[-0.57770316]
[-0.05645117]
[-0.42636289]
[ 0.13093601]
[-0.54290258]
[ 0.92521288]
[ 0.12926585]
[-0.48366667]
[-0.12591524]
[ 0.18693598]
[ 0.01143264]
[-0.44242565]
[-0.26368751]
[-0.27257375]
[-0.93323348]
[-0.09808464]
[-0.88829858]
[-0.46413617]
[-0.87286577]
[ 0.89162564]
[-0.29675424]
[-0.05323033]
[-1.01939763]
[ 0.68268534]
[ 0.72035655]
[ 0.10054799]
[ 1.64652259]
[-0.93867633]
[-0.22830431]
[-0.71286726]
[ 0.30110713]
[ 0.70071545]
[-0.14066971]
[ 0.73955506]
[ 1.93644485]
[-0.02563702]
[ 0.06859041]
[-0.96565621]
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[ 0.04809938]
[ 1.81505635]
[-0.26840773]
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[ 0.61955677]
[-0.55706044]
[-0.94526504]
[-0.88833364]
[-0.48540595]
[ 0.74596451]
[ 0.12106307]
[ 0.73002874]
[-0.18632216]
[ 0.14622982]
[-0.63315503]
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[ 0.5869343]
[ 0.29402821]
[ 0.07513066]
[-0.36276843]
[ 0.34166489]
[-0.12677352]
[-0.58339627]
[ 1.78870247]
[ 0.37932164]
[ 0.53381904]
[ 1.56348845]
[ 0.41378319]
[ 0.16971695]
[-0.33654624]
[-0.22115341]
[-0.6742836]
[-0.68136619]
[-0.46310671]
[ 0.25672098]
[-0.23989457]
[-0.1193217]
[-0.13457127]
[-0.19278302]
[ 0.33639085]
[ 1.29753307]
[-0.24738115]
[-0.42313401]
[-0.19623092]
[ 1.52108434]
[-0.78983675]
[ 0.70631558]
[ 0.40539407]
[-0.49062187]
[-0.57039888]
[ 0.00636633]
[ 0.23115184]
[ 0.42887335]
[-0.33438642]
[-0.70478602]
[-0.97782712]
[ 0.25100975]
[-0.3779374]
[-0.71413642]
[ 1.96866491]
[-0.37795045]
[-1.18641533]
[-1.26657229]
[-0.07497055]
[-0.12117319]
[-1.10216556]
[-0.54965756]
[ 0.22756486]
[ 0.67745274]
[ 0.50852962]
[ 0.92468892]
[ 0.19069467]
[-1.10418361]
[-0.36700998]
[ 1.18256436]
[ 0.17006791]
[ 1.50949574]
[-0.01406632]
[-0.2643772]
[ 1.27527094]
[-0.34586481]
[-0.17404416]
[ 0.17536667]
[-0.05010614]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.17977868 -0.07686581 -0.00224899 ..., -0.0328401  -0.16703609
   0.06238113]
 [ 0.07088386 -0.06784918  0.03299567 ...,  0.31433697  0.07584431
   0.12912457]
 [ 0.11005093  0.19769673  0.1809001  ...,  0.04788867 -0.41974442
   0.06472208]
 ..., 
 [-0.03709141  0.29321032 -0.08355736 ..., -0.02453812  0.11202421
   0.15539753]
 [-0.18841468 -0.03742212  0.06101297 ...,  0.09599353 -0.05655947
   0.12525796]
 [-0.10623882 -0.04260658 -0.18883367 ...,  0.20867716 -0.16227957
   0.03531842]]
final_inputs_run [[-0.61686397]
 [-0.59124326]
 [-0.59896023]
 ..., 
 [-0.4195962 ]
 [-0.41685508]
 [-0.2554149 ]]
final_outputs_run [[-0.61686397]
 [-0.59124326]
 [-0.59896023]
 ..., 
 [-0.4195962 ]
 [-0.41685508]
 [-0.2554149 ]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.17977868 -0.07686581 -0.00224899 ..., -0.0328401  -0.16703609
   0.06238113]
 [ 0.07088386 -0.06784918  0.03299567 ...,  0.31433697  0.07584431
   0.12912457]
 [ 0.11005093  0.19769673  0.1809001  ...,  0.04788867 -0.41974442
   0.06472208]
 ..., 
 [-0.03709141  0.29321032 -0.08355736 ..., -0.02453812  0.11202421
   0.15539753]
 [-0.18841468 -0.03742212  0.06101297 ...,  0.09599353 -0.05655947
   0.12525796]
 [-0.10623882 -0.04260658 -0.18883367 ...,  0.20867716 -0.16227957
   0.03531842]]
final_inputs_run [[-0.03527845]
 [ 0.17328184]
 [ 0.10511738]
 ..., 
 [-0.03247104]
 [-0.27536048]
 [-0.48379024]]
final_outputs_run [[-0.03527845]
 [ 0.17328184]
 [ 0.10511738]
 ..., 
 [-0.03247104]
 [-0.27536048]
 [-0.48379024]]
Progress: 11.8% ... Training loss: 0.702 ... Validation loss: 1.183[ 0.05567075]
[-0.31579167]
[-0.6615075]
[ 0.95523251]
[ 2.87306471]
[-0.31344315]
[ 1.47388568]
[-0.34593872]
[-0.38298783]
[-0.94657149]
[ 1.1135778]
[ 1.4499145]
[-0.81603505]
[-0.6953804]
[-0.33608059]
[-0.23501602]
[-1.01759181]
[ 1.09175717]
[-0.06238046]
[-0.56723836]
[-0.33316301]
[-0.48346533]
[-0.15663121]
[-0.44685847]
[ 0.06692208]
[-0.82361885]
[-1.05285487]
[-1.09827861]
[-0.58867997]
[-0.38858081]
[ 1.10357665]
[-0.0390488]
[ 0.35391109]
[-0.20660798]
[-0.44657554]
[ 3.23380844]
[-1.01327952]
[-0.52753236]
[-0.5468271]
[ 0.0807896]
[ 0.34129837]
[ 0.18160547]
[-0.50766316]
[ 0.8795085]
[-0.72017261]
[ 0.53673485]
[ 1.37702436]
[-0.88571858]
[-0.2358962]
[-0.49362611]
[ 0.43588368]
[ 0.39062767]
[ 0.61736868]
[-0.6088345]
[-0.76673691]
[-0.78946558]
[-0.1410299]
[-1.18031189]
[-0.86359113]
[ 0.10129615]
[-0.33447367]
[-0.06215024]
[-0.509161]
[-0.49278989]
[-0.02876071]
[-0.60064725]
[-0.13570679]
[ 0.1337578]
[ 0.95655673]
[-0.93350709]
[-1.14908683]
[ 0.25521893]
[ 0.95374343]
[-0.28065438]
[-0.08365242]
[-0.87713662]
[-0.92094987]
[ 0.37221034]
[-1.25033038]
[ 0.12610592]
[ 2.48273525]
[ 1.12891389]
[-0.5179473]
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[ 0.55952033]
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[ 0.47127093]
[ 0.69425874]
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[ 0.14696276]
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[ 0.03220431]
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[ 0.84875938]
[ 0.92154321]
[ 0.77072657]
[-0.31410759]
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[-0.66902539]
[-0.53201567]
[ 0.22847853]
[-0.6780408]
[-0.36994169]
[-0.56124583]
[ 0.18917176]
[-0.30003214]
[-0.65670672]
[-0.59278274]
[-0.65328465]
[-0.17846281]
[ 1.12372373]
[-0.39370946]
[ 2.15295954]
[ 0.21521809]
[ 1.58960161]
[ 3.23528519]
[ 0.43838571]
[-0.96693895]
[ 1.22447698]
[ 1.94729235]
[-1.16542371]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.17890578 -0.07641081 -0.00073969 ..., -0.03324315 -0.16847165
   0.06288357]
 [ 0.0708618  -0.06786079  0.03295365 ...,  0.31434555  0.07588851
   0.12911205]
 [ 0.11197482  0.19863871  0.18412076 ...,  0.0470176  -0.42306197
   0.06580237]
 ..., 
 [-0.03700454  0.2932454  -0.08337888 ..., -0.02457746  0.11192014
   0.15544296]
 [-0.18844239 -0.03743268  0.06096314 ...,  0.09600174 -0.05651535
   0.12524432]
 [-0.1063993  -0.04268589 -0.18912132 ...,  0.20875131 -0.16187121
   0.03522484]]
final_inputs_run [[-0.63413762]
 [-0.60859545]
 [-0.61624334]
 ..., 
 [-0.43189888]
 [-0.42904017]
 [-0.26495451]]
final_outputs_run [[-0.63413762]
 [-0.60859545]
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 ..., 
 [-0.43189888]
 [-0.42904017]
 [-0.26495451]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.17890578 -0.07641081 -0.00073969 ..., -0.03324315 -0.16847165
   0.06288357]
 [ 0.0708618  -0.06786079  0.03295365 ...,  0.31434555  0.07588851
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 [ 0.11197482  0.19863871  0.18412076 ...,  0.0470176  -0.42306197
   0.06580237]
 ..., 
 [-0.03700454  0.2932454  -0.08337888 ..., -0.02457746  0.11192014
   0.15544296]
 [-0.18844239 -0.03743268  0.06096314 ...,  0.09600174 -0.05651535
   0.12524432]
 [-0.1063993  -0.04268589 -0.18912132 ...,  0.20875131 -0.16187121
   0.03522484]]
final_inputs_run [[-0.04136651]
 [ 0.17358692]
 [ 0.10693705]
 ..., 
 [-0.03522343]
 [-0.28324422]
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final_outputs_run [[-0.04136651]
 [ 0.17358692]
 [ 0.10693705]
 ..., 
 [-0.03522343]
 [-0.28324422]
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Progress: 12.0% ... Training loss: 0.698 ... Validation loss: 1.182[-0.87933989]
[-0.21995703]
[-0.85079855]
[-0.8846331]
[ 0.17208466]
[-0.65582893]
[-0.05379401]
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[ 0.09516551]
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[ 0.45368976]
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[ 2.66605062]
[ 0.59389518]
[ 0.84393519]
[-0.25524619]
[ 0.24180571]
[ 0.68602969]
[ 0.08083535]
[-0.20708436]
[ 1.84723959]
[ 1.3413493]
[-0.55140368]
[-0.27708887]
[ 0.25673715]
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[ 0.45635717]
[-0.56334967]
[-0.63113568]
[-1.11924531]
[ 1.31465582]
[ 0.2224822]
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[ 2.09940308]
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[ 0.26291468]
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[ 0.52700612]
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[ 0.20701691]
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[ 0.58930653]
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[ 2.02183237]
[ 0.45891065]
[ 0.22602725]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[ -1.78458683e-01  -7.61747551e-02   9.28910816e-06 ...,  -3.34447699e-02
   -1.69219317e-01   6.31222929e-02]
 [  7.08055658e-02  -6.78892621e-02   3.28544185e-02 ...,   3.14367349e-01
    7.59964509e-02   1.29081642e-01]
 [  1.12975734e-01   1.99150577e-01   1.85875985e-01 ...,   4.65439581e-02
   -4.24988437e-01   6.63903262e-02]
 ..., 
 [ -3.72513440e-02   2.93118533e-01  -8.38287427e-02 ...,  -2.44640562e-02
    1.12411638e-01   1.55302875e-01]
 [ -1.88483509e-01  -3.74545084e-02   6.08448478e-02 ...,   9.60217983e-02
   -5.63706756e-02   1.25211172e-01]
 [ -1.06292614e-01  -4.26278755e-02  -1.88933853e-01 ...,   2.08700466e-01
   -1.62047909e-01   3.52868254e-02]]
final_inputs_run [[-0.67862467]
 [-0.65309166]
 [-0.66272939]
 ..., 
 [-0.46895832]
 [-0.46528133]
 [-0.30225303]]
final_outputs_run [[-0.67862467]
 [-0.65309166]
 [-0.66272939]
 ..., 
 [-0.46895832]
 [-0.46528133]
 [-0.30225303]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
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15457          0          0          0          0          1          0   
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15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
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16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
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16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
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16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
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15462          0  
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15464          0  
...          ...  
16845          0  
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16849          0  
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16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[ -1.78458683e-01  -7.61747551e-02   9.28910816e-06 ...,  -3.34447699e-02
   -1.69219317e-01   6.31222929e-02]
 [  7.08055658e-02  -6.78892621e-02   3.28544185e-02 ...,   3.14367349e-01
    7.59964509e-02   1.29081642e-01]
 [  1.12975734e-01   1.99150577e-01   1.85875985e-01 ...,   4.65439581e-02
   -4.24988437e-01   6.63903262e-02]
 ..., 
 [ -3.72513440e-02   2.93118533e-01  -8.38287427e-02 ...,  -2.44640562e-02
    1.12411638e-01   1.55302875e-01]
 [ -1.88483509e-01  -3.74545084e-02   6.08448478e-02 ...,   9.60217983e-02
   -5.63706756e-02   1.25211172e-01]
 [ -1.06292614e-01  -4.26278755e-02  -1.88933853e-01 ...,   2.08700466e-01
   -1.62047909e-01   3.52868254e-02]]
final_inputs_run [[-0.0779201 ]
 [ 0.14031066]
 [ 0.07574782]
 ..., 
 [-0.07027577]
 [-0.31981435]
 [-0.53155193]]
final_outputs_run [[-0.0779201 ]
 [ 0.14031066]
 [ 0.07574782]
 ..., 
 [-0.07027577]
 [-0.31981435]
 [-0.53155193]]
Progress: 12.2% ... Training loss: 0.694 ... Validation loss: 1.208[ 0.75862588]
[-0.46556135]
[-0.51572424]
[-0.42927586]
[-0.3465536]
[-0.78577175]
[ 0.80855561]
[ 1.54286155]
[-0.17172937]
[-0.521811]
[ 0.0715905]
[ 0.27766099]
[-1.11869998]
[-0.38233447]
[-0.57454045]
[ 0.24668471]
[ 0.97149471]
[ 0.34579968]
[-0.95873801]
[ 3.02760024]
[-0.4584489]
[ 2.28524485]
[-0.90053722]
[-0.17090672]
[-0.76874414]
[ 0.44676292]
[-0.87500977]
[-0.61310581]
[-0.42154648]
[-0.56052565]
[ 0.13852977]
[ 1.04720587]
[-0.23867667]
[-1.10079149]
[-0.36564831]
[ 0.13690974]
[ 0.16608571]
[-0.72720225]
[-0.49828853]
[ 0.73155069]
[ 0.42020792]
[ 1.59206378]
[ 2.02469114]
[-0.99360403]
[-1.03400377]
[-0.53845658]
[ 0.70425308]
[-0.29341221]
[ 0.42591443]
[-0.61715706]
[-1.06681866]
[ 0.56288356]
[ 0.21492894]
[-0.37035569]
[ 1.24680765]
[-0.61368387]
[-0.88189753]
[-0.4677732]
[ 1.31414439]
[-0.33358104]
[-0.17712997]
[ 0.3729423]
[ 0.03412633]
[-0.60343234]
[-0.87264763]
[ 0.72136294]
[-0.4111978]
[ 0.32274378]
[-0.48958146]
[-0.17499154]
[ 0.64321213]
[ 0.05763623]
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[-0.57685502]
[-0.8428034]
[-0.51055831]
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[-0.79174007]
[-0.06669493]
[-0.89583553]
[-0.53052486]
[ 3.81102034]
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[-0.51184036]
[-0.3490563]
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[-0.1754188]
[-1.12835641]
[-0.7821905]
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[-0.81941118]
[-1.29055693]
[-0.8168108]
[-0.32548187]
[ 0.26795532]
[ 2.02034393]
[-0.22640276]
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[-0.68596857]
[ 0.07591746]
[ 0.92351808]
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[-0.30447686]
[ 0.16175418]
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[ 2.00566633]
[ 1.10393319]
[ 0.22501981]
[-0.29618546]
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[ 0.24803374]
[ 0.19330529]
[-0.62229464]
[ 1.24136314]
[-0.21521984]
[-1.0761513]
[ 1.19644207]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[ -1.78675024e-01  -7.62601528e-02  -3.54489268e-04 ...,  -3.33613183e-02
   -1.68781538e-01   6.30194457e-02]
 [  7.07604739e-02  -6.79133773e-02   3.27682080e-02 ...,   3.14392340e-01
    7.60902231e-02   1.29055623e-01]
 [  1.13211730e-01   1.99293473e-01   1.86267015e-01 ...,   4.64256725e-02
   -4.25478445e-01   6.65325242e-02]
 ..., 
 [ -3.70814295e-02   2.93219016e-01  -8.35464380e-02 ...,  -2.45464434e-02
    1.12053804e-01   1.55397337e-01]
 [ -1.88394715e-01  -3.74048710e-02   6.10276801e-02 ...,   9.59756575e-02
   -5.65234118e-02   1.25266429e-01]
 [ -1.06477222e-01  -4.27200834e-02  -1.89266179e-01 ...,   2.08788312e-01
   -1.61684095e-01   3.51831642e-02]]
final_inputs_run [[-0.71912136]
 [-0.6927554 ]
 [-0.70469857]
 ..., 
 [-0.50522085]
 [-0.50094433]
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final_outputs_run [[-0.71912136]
 [-0.6927554 ]
 [-0.70469857]
 ..., 
 [-0.50522085]
 [-0.50094433]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
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15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
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15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[ -1.78675024e-01  -7.62601528e-02  -3.54489268e-04 ...,  -3.33613183e-02
   -1.68781538e-01   6.30194457e-02]
 [  7.07604739e-02  -6.79133773e-02   3.27682080e-02 ...,   3.14392340e-01
    7.60902231e-02   1.29055623e-01]
 [  1.13211730e-01   1.99293473e-01   1.86267015e-01 ...,   4.64256725e-02
   -4.25478445e-01   6.65325242e-02]
 ..., 
 [ -3.70814295e-02   2.93219016e-01  -8.35464380e-02 ...,  -2.45464434e-02
    1.12053804e-01   1.55397337e-01]
 [ -1.88394715e-01  -3.74048710e-02   6.10276801e-02 ...,   9.59756575e-02
   -5.65234118e-02   1.25266429e-01]
 [ -1.06477222e-01  -4.27200834e-02  -1.89266179e-01 ...,   2.08788312e-01
   -1.61684095e-01   3.51831642e-02]]
final_inputs_run [[-0.11561019]
 [ 0.10151351]
 [ 0.03788106]
 ..., 
 [-0.10867768]
 [-0.35741445]
 [-0.56791161]]
final_outputs_run [[-0.11561019]
 [ 0.10151351]
 [ 0.03788106]
 ..., 
 [-0.10867768]
 [-0.35741445]
 [-0.56791161]]
Progress: 12.4% ... Training loss: 0.694 ... Validation loss: 1.238[-0.8536332]
[-0.30538122]
[-0.38873426]
[ 0.43157853]
[-0.48527863]
[ 0.53914258]
[-0.39783553]
[-0.7614957]
[-0.43334458]
[ 2.0084002]
[-0.48302577]
[-0.05083764]
[-0.46171091]
[-0.89392082]
[ 0.05492709]
[ 0.74786509]
[ 0.41899861]
[-0.44142264]
[ 0.837703]
[ 2.4464355]
[-0.06169729]
[ 0.05128519]
[-0.51989249]
[ 2.0376681]
[ 1.28845973]
[ 0.16119318]
[-0.04607309]
[-0.18857093]
[ 0.05021397]
[-0.49469081]
[-0.38166326]
[-0.75623233]
[ 0.29043896]
[-0.31640124]
[-0.6727124]
[ 0.27736879]
[-0.28266945]
[ 2.92950204]
[-1.06467128]
[ 0.5389888]
[-0.0153262]
[-0.5041167]
[-0.13874789]
[ 0.13483628]
[-0.89110514]
[-0.13336211]
[-0.00685921]
[ 0.19848629]
[-0.30018332]
[-0.44641508]
[-0.33941887]
[-0.53727617]
[ 1.06733169]
[-0.80047017]
[-0.00876117]
[ 1.40261663]
[-0.03867803]
[ 2.00205712]
[-1.14568912]
[-0.6845233]
[ 0.27412172]
[-0.2978914]
[ 0.06629882]
[-1.03653693]
[-0.51397668]
[-0.38852377]
[-0.87822455]
[-0.11707477]
[ 0.04859989]
[ 3.8289132]
[ 0.2089071]
[ 0.5969284]
[ 0.0739064]
[ 0.03146687]
[-0.05937355]
[-0.58176023]
[ 0.06790176]
[ 0.48531646]
[ 0.31897153]
[ 0.71669395]
[-0.49651248]
[ 0.31719797]
[-1.0991492]
[ 2.33665507]
[-0.40012016]
[-0.72114582]
[-0.32419313]
[ 0.66737688]
[ 0.17482472]
[-0.29555856]
[-0.27585339]
[-0.30365264]
[-0.12564985]
[ 0.47322313]
[-0.41447561]
[-0.90218174]
[-0.39480519]
[ 0.94722454]
[-0.49519777]
[-0.91558462]
[-0.35116793]
[-0.4112174]
[-0.21833273]
[-0.59143833]
[ 1.72725596]
[ 1.38681939]
[-0.44615497]
[-0.84723039]
[-0.16054455]
[ 2.46811954]
[ 2.2249295]
[-0.50056054]
[ 0.45411528]
[-0.26650264]
[-0.13712085]
[ 0.33726269]
[-0.76119491]
[ 0.0797702]
[ 1.30658105]
[ 1.26860168]
[ 0.63197279]
[-0.52328434]
[ 2.62803147]
[-0.70371045]
[ 1.50679091]
[ 0.32270992]
[-0.49026096]
[ 0.13078915]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
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15427          0          0          0          1          0          0   
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15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.17734412 -0.07558074  0.00203989 ..., -0.03404364 -0.17152323
   0.06376368]
 [ 0.0707096  -0.06793885  0.03267508 ...,  0.31441698  0.07618897
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 [ 0.11438843  0.19989301  0.18839402 ...,  0.04582179 -0.42784268
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 ..., 
 [-0.03702524  0.29325085 -0.08346298 ..., -0.02457498  0.11192879
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 [-0.18833003 -0.03737011  0.06109502 ...,  0.09593952 -0.05669237
   0.12530025]
 [-0.10608604 -0.04252546 -0.18853205 ...,  0.20859378 -0.16240921
   0.03539907]]
final_inputs_run [[-0.67868732]
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 ..., 
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final_outputs_run [[-0.67868732]
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 ..., 
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
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16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
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15454          0  
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15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.17734412 -0.07558074  0.00203989 ..., -0.03404364 -0.17152323
   0.06376368]
 [ 0.0707096  -0.06793885  0.03267508 ...,  0.31441698  0.07618897
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 [ 0.11438843  0.19989301  0.18839402 ...,  0.04582179 -0.42784268
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 ..., 
 [-0.03702524  0.29325085 -0.08346298 ..., -0.02457498  0.11192879
   0.15542429]
 [-0.18833003 -0.03737011  0.06109502 ...,  0.09593952 -0.05669237
   0.12530025]
 [-0.10608604 -0.04252546 -0.18853205 ...,  0.20859378 -0.16240921
   0.03539907]]
final_inputs_run [[-0.06459132]
 [ 0.1572143 ]
 [ 0.09308111]
 ..., 
 [-0.0580795 ]
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final_outputs_run [[-0.06459132]
 [ 0.1572143 ]
 [ 0.09308111]
 ..., 
 [-0.0580795 ]
 [-0.31210253]
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Progress: 12.6% ... Training loss: 0.691 ... Validation loss: 1.193[-0.28065463]
[ 0.72796614]
[ 0.11471566]
[-0.19514853]
[-0.20062512]
[ 1.90397995]
[-0.43337945]
[ 1.38894603]
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[ 0.80336697]
[ 1.89117457]
[-0.95551914]
[-0.70335613]
[ 0.50361034]
[-0.54961909]
[-0.45971386]
[ 0.09607187]
[-0.65902173]
[-0.70072064]
[-0.2864954]
[ 0.51059212]
[-0.7044645]
[ 0.08632076]
[-0.62620678]
[-0.10241271]
[-0.03320554]
[ 0.03253378]
[-1.11515228]
[-0.445227]
[-0.98426556]
[-0.46501509]
[ 0.1570941]
[ 0.44683181]
[-0.08413088]
[-0.01565107]
[-0.37217664]
[-0.61499879]
[-0.55961237]
[ 1.46476994]
[-0.62253479]
[ 0.46776232]
[-0.15043761]
[ 0.00265738]
[ 1.06490502]
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[ 1.31068721]
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[ 1.28877864]
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[ 1.82300268]
[ 0.25853924]
[-0.5483129]
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[ 0.22369015]
[-0.86648631]
[ 0.94373718]
[-0.74398256]
[ 2.35152617]
[-0.58515151]
[-0.37842417]
[ 1.1490173]
[ 1.26081578]
[-0.01814856]
[-0.12175174]
[ 2.03539351]
[ 1.11907663]
[ 2.06662788]
[ 0.05497121]
[-0.61375609]
[ 0.05610992]
[ 0.53131273]
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[ 0.84447635]
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[ 0.87291133]
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[ 0.26435655]
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[ 0.04660772]
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[ 0.76962485]
[ 1.49820979]
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[ 0.94276242]
[ 0.62352536]
[ 0.44010074]
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[ 0.31874434]
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[ 0.44747215]
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[ 0.32023642]
[ 0.91709779]
[-0.40507647]
[-0.16953043]
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[-0.31622547]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.17661258 -0.07521873  0.00321104 ..., -0.03437032 -0.17263374
   0.06415725]
 [ 0.07065719 -0.06796305  0.03258597 ...,  0.31444304  0.0762914
   0.12899781]
 [ 0.11586778  0.20065835  0.19095637 ...,  0.04512143 -0.43056709
   0.06804627]
 ..., 
 [-0.03681001  0.29336144 -0.08305875 ..., -0.02467884  0.11155293
   0.15554597]
 [-0.18844314 -0.03742343  0.06089984 ...,  0.09598965 -0.0564704
   0.12523937]
 [-0.10601023 -0.04248862 -0.18837519 ...,  0.20856256 -0.16251144
   0.03543756]]
final_inputs_run [[-0.67672361]
 [-0.65248214]
 [-0.65993788]
 ..., 
 [-0.45750202]
 [-0.45382781]
 [-0.28539246]]
final_outputs_run [[-0.67672361]
 [-0.65248214]
 [-0.65993788]
 ..., 
 [-0.45750202]
 [-0.45382781]
 [-0.28539246]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.17661258 -0.07521873  0.00321104 ..., -0.03437032 -0.17263374
   0.06415725]
 [ 0.07065719 -0.06796305  0.03258597 ...,  0.31444304  0.0762914
   0.12899781]
 [ 0.11586778  0.20065835  0.19095637 ...,  0.04512143 -0.43056709
   0.06804627]
 ..., 
 [-0.03681001  0.29336144 -0.08305875 ..., -0.02467884  0.11155293
   0.15554597]
 [-0.18844314 -0.03742343  0.06089984 ...,  0.09598965 -0.0564704
   0.12523937]
 [-0.10601023 -0.04248862 -0.18837519 ...,  0.20856256 -0.16251144
   0.03543756]]
final_inputs_run [[-0.05379843]
 [ 0.17194116]
 [ 0.10842566]
 ..., 
 [-0.04645839]
 [-0.30452055]
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final_outputs_run [[-0.05379843]
 [ 0.17194116]
 [ 0.10842566]
 ..., 
 [-0.04645839]
 [-0.30452055]
 [-0.52050328]]
Progress: 12.8% ... Training loss: 0.690 ... Validation loss: 1.181[ 0.32911361]
[ 0.49337987]
[-0.16078955]
[ 0.56418742]
[-0.09494968]
[ 0.79640159]
[-0.45543133]
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[-0.93413239]
[ 0.29945381]
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[ 1.44158806]
[ 0.94276171]
[-0.08687354]
[-0.1953658]
[-0.42697225]
[ 2.28104764]
[ 0.09227975]
[ 0.4614766]
[ 0.50298732]
[-1.13601382]
[ 0.25546176]
[ 0.71547692]
[-0.02740524]
[ 0.17053039]
[-0.84391646]
[-0.7266832]
[-0.40354068]
[ 1.50661309]
[-0.49901165]
[-0.58109489]
[-0.22446239]
[-0.50076137]
[-0.77405586]
[ 0.81651946]
[-0.40440708]
[-0.89707713]
[ 2.87111422]
[ 0.31312119]
[-0.03419315]
[-0.08741617]
[ 2.61081681]
[-0.32710702]
[-0.04990117]
[-0.30192982]
[-0.45283504]
[-0.22947327]
[-0.29425937]
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[ 0.77285783]
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[ 0.08604716]
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[ 0.81596475]
[-0.51742742]
[-0.54224333]
[ 2.21963695]
[-0.41128016]
[-0.56668206]
[-0.96148744]
[-0.98529796]
[-0.93243116]
[-0.37703504]
[-0.55573164]
[-0.64307219]
[ 0.76846621]
[-0.47997124]
[ 0.02737916]
[ 0.46461794]
[-0.4911645]
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[-0.19691818]
[ 1.28066417]
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[-0.32099598]
[ 0.33858214]
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[ 2.11920268]
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[ 0.24536207]
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[ 0.05633864]
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[ 0.07472065]
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[ 0.64608298]
[ 1.00502793]
[ 0.4353698]
[ 1.48514298]
[-0.49634329]
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[ 0.02729535]
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[ 0.70253661]
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[ 0.61519364]
[-0.47344727]
[-0.7624391]
[-0.06662338]
[-0.14898821]
[ 0.80480597]
[-0.37245455]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.1758632  -0.07483427  0.00453875 ..., -0.0347143  -0.17405622
   0.06457689]
 [ 0.07068301 -0.06795133  0.03262725 ...,  0.31443317  0.076236
   0.12901087]
 [ 0.11653783  0.2010091   0.19211077 ...,  0.04480094 -0.4317839
   0.06845133]
 ..., 
 [-0.03643116  0.2935552  -0.0823641  ..., -0.02485348  0.11075323
   0.15575228]
 [-0.18877252 -0.03759511  0.06029156 ...,  0.09614455 -0.05580799
   0.12504609]
 [-0.10580431 -0.04237411 -0.18800494 ...,  0.20846912 -0.16283237
   0.0355512 ]]
final_inputs_run [[-0.7008856 ]
 [-0.67640194]
 [-0.68460694]
 ..., 
 [-0.47757178]
 [-0.47332669]
 [-0.30500755]]
final_outputs_run [[-0.7008856 ]
 [-0.67640194]
 [-0.68460694]
 ..., 
 [-0.47757178]
 [-0.47332669]
 [-0.30500755]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.1758632  -0.07483427  0.00453875 ..., -0.0347143  -0.17405622
   0.06457689]
 [ 0.07068301 -0.06795133  0.03262725 ...,  0.31443317  0.076236
   0.12901087]
 [ 0.11653783  0.2010091   0.19211077 ...,  0.04480094 -0.4317839
   0.06845133]
 ..., 
 [-0.03643116  0.2935552  -0.0823641  ..., -0.02485348  0.11075323
   0.15575228]
 [-0.18877252 -0.03759511  0.06029156 ...,  0.09614455 -0.05580799
   0.12504609]
 [-0.10580431 -0.04237411 -0.18800494 ...,  0.20846912 -0.16283237
   0.0355512 ]]
final_inputs_run [[-0.07255085]
 [ 0.15572687]
 [ 0.09274565]
 ..., 
 [-0.06439509]
 [-0.32432203]
 [-0.54034021]]
final_outputs_run [[-0.07255085]
 [ 0.15572687]
 [ 0.09274565]
 ..., 
 [-0.06439509]
 [-0.32432203]
 [-0.54034021]]
Progress: 13.0% ... Training loss: 0.687 ... Validation loss: 1.193[-0.70053014]
[ 0.63941454]
[ 0.15238771]
[-0.12812254]
[-0.71257902]
[-1.04690797]
[ 0.18880412]
[-0.82803616]
[ 0.73708274]
[-0.11070887]
[-0.43087759]
[-0.64151308]
[-0.76854257]
[-0.29266938]
[-0.72483483]
[-0.84991581]
[-0.49669063]
[-0.12812254]
[ 2.38800514]
[-0.45154026]
[-0.95428539]
[-0.04127472]
[-1.14503479]
[ 0.05314656]
[ 0.99484639]
[-0.55600286]
[-0.52614304]
[-0.9825272]
[-0.15959074]
[-0.95386498]
[ 0.88407764]
[ 0.71058713]
[ 0.37988068]
[ 0.94806552]
[-0.69744922]
[-0.33898988]
[ 1.49415718]
[ 0.43691569]
[ 0.44387879]
[ 1.96485086]
[-0.37566748]
[ 1.01838735]
[-0.46831702]
[-0.36211299]
[ 0.07107348]
[-0.27934782]
[ 0.33174982]
[-0.3344002]
[-0.39738921]
[ 1.43363665]
[-0.33764795]
[-0.10473228]
[-0.43963556]
[ 0.2599729]
[-0.09908058]
[-0.57874747]
[-0.32841669]
[-0.82907289]
[-0.92180789]
[-1.41484242]
[-0.26472026]
[-0.86166531]
[-0.95984818]
[-0.30946947]
[ 0.00242196]
[ 0.45987938]
[ 1.64652784]
[ 3.08890143]
[-0.48127067]
[-0.2686754]
[ 1.72499871]
[ 1.33139282]
[ 0.37128626]
[-0.72969335]
[-0.26322418]
[-0.39140899]
[-0.76811876]
[ 0.43463491]
[ 1.97064318]
[-0.0644609]
[-0.89726896]
[-0.43087302]
[ 2.03925643]
[-0.53932636]
[-0.83511466]
[-0.6423472]
[-0.01480729]
[-0.66116743]
[-0.3686465]
[ 0.4318715]
[ 1.17690146]
[-1.21998984]
[ 2.19323126]
[-0.61054335]
[ 0.02656938]
[ 0.48943698]
[ 1.27305423]
[-0.85264148]
[-0.87857318]
[-0.62743166]
[ 0.13403775]
[ 1.17525922]
[-0.60358561]
[-0.25629598]
[ 2.13931738]
[ 1.45192604]
[-0.25526863]
[ 0.7251949]
[-0.92261587]
[-0.86113283]
[-0.61633678]
[-0.37375509]
[ 0.51929802]
[ 0.70091312]
[ 0.52517934]
[ 0.58763155]
[ 0.16733248]
[-0.28242266]
[-1.36294832]
[-1.01468272]
[-0.21165771]
[-0.17438883]
[-0.12651814]
[-0.86722828]
[-0.54663904]
[-0.37207294]
[-0.79021263]
[-0.8121255]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
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15427          0          0          0          1          0          0   
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15430          0          0          0          1          0          0   
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15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
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15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.17503805 -0.07439518  0.00606865 ..., -0.03512018 -0.17559412
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 [ 0.07070663 -0.0679399   0.03267495 ...,  0.3144219   0.07620626
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 ..., 
 [-0.03643073  0.29356418 -0.0823288  ..., -0.0248577   0.11075822
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 [-0.18877251 -0.03758911  0.06027585 ...,  0.09613881 -0.05580169
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 [-0.10578481 -0.04236396 -0.1879529  ...,  0.20846224 -0.16284053
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final_inputs_run [[-0.71958824]
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 ..., 
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final_outputs_run [[-0.71958824]
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 ..., 
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
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15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
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15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
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15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
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16860          0          1          0          0          0          0   
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16864          0          1          0          0          0          0   
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16870          0          1          0          0          0          0   
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16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
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...          ...  
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16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.17503805 -0.07439518  0.00606865 ..., -0.03512018 -0.17559412
   0.06506274]
 [ 0.07070663 -0.0679399   0.03267495 ...,  0.3144219   0.07620626
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 ..., 
 [-0.03643073  0.29356418 -0.0823288  ..., -0.0248577   0.11075822
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 [-0.18877251 -0.03758911  0.06027585 ...,  0.09613881 -0.05580169
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 [-0.10578481 -0.04236396 -0.1879529  ...,  0.20846224 -0.16284053
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final_inputs_run [[-0.08714695]
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 ..., 
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final_outputs_run [[-0.08714695]
 [ 0.14197411]
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 ..., 
 [-0.07901096]
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Progress: 13.2% ... Training loss: 0.685 ... Validation loss: 1.203[-0.94317309]
[-0.79804498]
[ 0.46423474]
[ 1.98032891]
[-0.33537357]
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[ 1.02965431]
[ 1.35542061]
[-0.34369891]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.17455664 -0.07412982  0.00699729 ..., -0.03537216 -0.17662747
   0.06535851]
 [ 0.07066036 -0.06796518  0.03258554 ...,  0.31444341  0.07629363
   0.12899823]
 [ 0.11774415  0.2016879   0.19417519 ...,  0.04421179 -0.43385742
   0.06916985]
 ..., 
 [-0.03682655  0.29335989 -0.08306229 ..., -0.02466357  0.1115847
   0.15551663]
 [-0.18864531 -0.03751604  0.06050204 ...,  0.09606746 -0.05608616
   0.12513367]
 [-0.10577446 -0.04235422 -0.18793452 ...,  0.20845323 -0.1628023
   0.03557124]]
final_inputs_run [[-0.73447035]
 [-0.71010567]
 [-0.71964008]
 ..., 
 [-0.50806847]
 [-0.50310351]
 [-0.3333119 ]]
final_outputs_run [[-0.73447035]
 [-0.71010567]
 [-0.71964008]
 ..., 
 [-0.50806847]
 [-0.50310351]
 [-0.3333119 ]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
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15449          0          0          0          1          0          0   
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15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
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16854          0          1          0          0          0          0   
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16857          0          1          0          0          0          0   
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16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
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15452          0  
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15455          0  
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15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
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16865          0  
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16869          0  
16870          0  
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16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.17455664 -0.07412982  0.00699729 ..., -0.03537216 -0.17662747
   0.06535851]
 [ 0.07066036 -0.06796518  0.03258554 ...,  0.31444341  0.07629363
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 [ 0.11774415  0.2016879   0.19417519 ...,  0.04421179 -0.43385742
   0.06916985]
 ..., 
 [-0.03682655  0.29335989 -0.08306229 ..., -0.02466357  0.1115847
   0.15551663]
 [-0.18864531 -0.03751604  0.06050204 ...,  0.09606746 -0.05608616
   0.12513367]
 [-0.10577446 -0.04235422 -0.18793452 ...,  0.20845323 -0.1628023
   0.03557124]]
final_inputs_run [[-0.09887175]
 [ 0.12869296]
 [ 0.06735551]
 ..., 
 [-0.09403449]
 [-0.35759928]
 [-0.57316525]]
final_outputs_run [[-0.09887175]
 [ 0.12869296]
 [ 0.06735551]
 ..., 
 [-0.09403449]
 [-0.35759928]
 [-0.57316525]]
Progress: 13.4% ... Training loss: 0.684 ... Validation loss: 1.212[ 1.56875662]
[-0.44489726]
[ 0.24131362]
[-0.07064426]
[ 1.19577629]
[-0.91494723]
[-0.08599554]
[ 1.97040424]
[ 0.1271661]
[ 0.43429608]
[-0.43623081]
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[ 2.65702341]
[ 0.5368276]
[-0.39028854]
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[ 0.81511858]
[ 0.60966479]
[ 0.13753051]
[-0.23100333]
[-0.73876883]
[-0.00917942]
[ 2.17320754]
[ 0.10898512]
[ 1.73335565]
[-1.2808742]
[ 0.37783992]
[ 0.55544474]
[ 2.71498095]
[-0.60645183]
[ 0.77294655]
[-1.13426922]
[ 2.50221958]
[-0.41681424]
[ 0.18104583]
[-0.39063528]
[-0.02483393]
[ 0.47887459]
[ 0.0779969]
[ 0.00072795]
[-0.33478664]
[ 0.91750575]
[ 1.3577539]
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[-0.53369785]
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[ 0.19353343]
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[ 0.59381297]
[ 1.72506632]
[-0.19952737]
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[-0.88863078]
[-0.36465614]
[ 0.08528115]
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[ 1.2691929]
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[-0.90643209]
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[ 0.42820675]
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[ 1.51226653]
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[ 1.46682683]
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[ 0.90431411]
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[-0.26779071]
[-0.03703913]
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[-1.00500365]
[ 0.03278249]
[ 0.20343153]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.17340846 -0.07353943  0.00907765 ..., -0.03594861 -0.17878305
   0.06603154]
 [ 0.07058244 -0.06800539  0.03243744 ...,  0.31448043  0.07646803
   0.12895288]
 [ 0.11903084  0.20233606  0.19638978 ...,  0.04358195 -0.43619731
   0.06990338]
 ..., 
 [-0.03660088  0.29346138 -0.08267136 ..., -0.02477521  0.11120358
   0.15564117]
 [-0.18822356 -0.03728813  0.0613103  ...,  0.09585224 -0.05698423
   0.12538624]
 [-0.10559846 -0.04225992 -0.1875986  ...,  0.20836469 -0.16307663
   0.0356747 ]]
final_inputs_run [[-0.69148291]
 [-0.66853554]
 [-0.67430966]
 ..., 
 [-0.46094588]
 [-0.45665893]
 [-0.28303505]]
final_outputs_run [[-0.69148291]
 [-0.66853554]
 [-0.67430966]
 ..., 
 [-0.46094588]
 [-0.45665893]
 [-0.28303505]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.17340846 -0.07353943  0.00907765 ..., -0.03594861 -0.17878305
   0.06603154]
 [ 0.07058244 -0.06800539  0.03243744 ...,  0.31448043  0.07646803
   0.12895288]
 [ 0.11903084  0.20233606  0.19638978 ...,  0.04358195 -0.43619731
   0.06990338]
 ..., 
 [-0.03660088  0.29346138 -0.08267136 ..., -0.02477521  0.11120358
   0.15564117]
 [-0.18822356 -0.03728813  0.0613103  ...,  0.09585224 -0.05698423
   0.12538624]
 [-0.10559846 -0.04225992 -0.1875986  ...,  0.20836469 -0.16307663
   0.0356747 ]]
final_inputs_run [[-0.04217659]
 [ 0.18743456]
 [ 0.12482756]
 ..., 
 [-0.03869451]
 [-0.30732099]
 [-0.52565667]]
final_outputs_run [[-0.04217659]
 [ 0.18743456]
 [ 0.12482756]
 ..., 
 [-0.03869451]
 [-0.30732099]
 [-0.52565667]]
Progress: 13.6% ... Training loss: 0.684 ... Validation loss: 1.167[-0.3068958]
[-0.39343462]
[ 1.66201089]
[-0.32156025]
[-0.25434792]
[-0.92092724]
[ 0.53384086]
[-0.33110209]
[-0.17538972]
[-0.41607933]
[ 0.08918377]
[ 0.37597174]
[-0.72533907]
[-0.71808839]
[-0.17213504]
[-0.46213372]
[ 2.11377412]
[-1.27782565]
[-0.14493785]
[ 0.6878533]
[ 0.16473898]
[ 1.08635885]
[-0.51004512]
[-0.5387045]
[-0.14249833]
[-0.43421762]
[ 0.1885714]
[ 0.0897287]
[ 0.78932438]
[ 1.56898894]
[-0.71495134]
[-0.59218302]
[ 0.3003758]
[-0.10793742]
[-0.50290846]
[ 0.03514186]
[ 0.97788917]
[-0.94183559]
[-1.18212505]
[-0.80249094]
[ 0.30666152]
[-0.0497294]
[ 0.07359836]
[-1.07626961]
[ 0.17621194]
[ 1.06334358]
[-0.22956662]
[ 1.53983236]
[ 0.56338212]
[-0.52507707]
[ 1.36753021]
[-0.87679419]
[ 0.77847046]
[ 0.4614846]
[-0.48993764]
[-0.80625995]
[-0.66372938]
[-0.13218311]
[-0.08286858]
[ 0.42924731]
[-0.71249285]
[ 0.62264434]
[-0.53841924]
[-0.32860541]
[ 0.40247625]
[ 2.44181495]
[ 0.48367272]
[-1.10248355]
[-0.86216581]
[-1.34798401]
[-0.5347275]
[ 0.00720563]
[ 2.17184624]
[-0.75248601]
[ 0.12918599]
[-0.46369313]
[-0.45164637]
[ 0.1088369]
[ 0.08104515]
[-0.35517565]
[ 1.87964694]
[  4.32390402e-05]
[ 0.49922141]
[-0.370116]
[-0.50575175]
[ 0.18801452]
[ 0.06172751]
[-0.02615636]
[-0.38254211]
[-0.23776932]
[ 0.36338574]
[-0.15010854]
[-0.26662679]
[-0.84716705]
[-0.58187987]
[-0.62013952]
[-0.49554955]
[ 0.07995239]
[-0.67124179]
[-0.79188331]
[-0.30862628]
[-0.90287916]
[ 2.95211043]
[ 1.6450941]
[-0.51389932]
[ 0.25185293]
[ 0.33995378]
[ 0.00453427]
[ 1.39445683]
[ 2.96077155]
[ 0.16137084]
[-0.01301432]
[-0.6707314]
[-0.17375663]
[-0.01285046]
[ 0.82852896]
[-0.86087284]
[ 1.09720194]
[-0.25169301]
[-0.92289796]
[ 2.42578737]
[-0.48654722]
[-0.33942813]
[-1.11701362]
[ 1.2203681]
[ 0.21431574]
[ 0.09041227]
[ 3.21180331]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.17275585 -0.07317346  0.01022173 ..., -0.03625814 -0.17998081
   0.06641737]
 [ 0.07053541 -0.0680273   0.0323509  ...,  0.31450232  0.0765673
   0.12892674]
 [ 0.11971603  0.20271651  0.1976291  ...,  0.04324554 -0.43750602
   0.07033207]
 ..., 
 [-0.0363831   0.29359041 -0.08222349 ..., -0.02488181  0.11067765
   0.1557657 ]
 [-0.18807944 -0.03721057  0.06150985 ...,  0.09578596 -0.05719215
   0.12547058]
 [-0.10581588 -0.04237287 -0.18800131 ...,  0.20846733 -0.16261342
   0.03554264]]
final_inputs_run [[-0.66858236]
 [-0.64630787]
 [-0.64986044]
 ..., 
 [-0.43114528]
 [-0.42696865]
 [-0.25132319]]
final_outputs_run [[-0.66858236]
 [-0.64630787]
 [-0.64986044]
 ..., 
 [-0.43114528]
 [-0.42696865]
 [-0.25132319]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.17275585 -0.07317346  0.01022173 ..., -0.03625814 -0.17998081
   0.06641737]
 [ 0.07053541 -0.0680273   0.0323509  ...,  0.31450232  0.0765673
   0.12892674]
 [ 0.11971603  0.20271651  0.1976291  ...,  0.04324554 -0.43750602
   0.07033207]
 ..., 
 [-0.0363831   0.29359041 -0.08222349 ..., -0.02488181  0.11067765
   0.1557657 ]
 [-0.18807944 -0.03721057  0.06150985 ...,  0.09578596 -0.05719215
   0.12547058]
 [-0.10581588 -0.04237287 -0.18800131 ...,  0.20846733 -0.16261342
   0.03554264]]
final_inputs_run [[-0.00566936]
 [ 0.22608925]
 [ 0.16259185]
 ..., 
 [-0.00475622]
 [-0.27623638]
 [-0.4965846 ]]
final_outputs_run [[-0.00566936]
 [ 0.22608925]
 [ 0.16259185]
 ..., 
 [-0.00475622]
 [-0.27623638]
 [-0.4965846 ]]
Progress: 13.8% ... Training loss: 0.686 ... Validation loss: 1.142[-0.17312565]
[-0.07650149]
[-0.40527488]
[ 1.70965646]
[-0.86190681]
[-0.89775297]
[-0.98055165]
[ 1.98587929]
[ 2.53990414]
[-0.19246377]
[-0.5163039]
[-0.23627518]
[ 1.65717153]
[-0.51905927]
[-0.76395611]
[ 2.3922201]
[-0.13207079]
[-0.3928531]
[-0.12029384]
[-0.22032441]
[-0.30933593]
[-0.5693508]
[-1.08689251]
[-1.40371414]
[-0.54469889]
[-0.96611577]
[ 1.21925855]
[ 1.17060176]
[-0.14319545]
[-0.67356473]
[ 2.89088044]
[-0.68989205]
[ 0.25401059]
[ 0.00579899]
[-0.84731275]
[ 0.29387077]
[-0.7343521]
[-0.84640172]
[-0.65044603]
[-0.51518751]
[-0.51807628]
[ 0.09612652]
[-0.87981537]
[-0.34409083]
[-0.10351243]
[-0.87534961]
[-0.64871561]
[-1.0900924]
[-1.41679509]
[ 0.10190476]
[ 0.82883323]
[-0.67178726]
[ 0.66499955]
[-0.24220185]
[ 0.25112757]
[-0.01410364]
[-0.31391692]
[-0.71483298]
[ 0.0278651]
[ 0.40537342]
[-0.62235065]
[ 0.58361462]
[-0.49429145]
[-0.1452796]
[-1.12581019]
[-0.69018666]
[-0.48879478]
[-0.1105348]
[ 0.34347487]
[ 0.38929135]
[ 0.9887336]
[-0.90667106]
[-0.46603486]
[ 0.90568585]
[ 1.996144]
[ 0.49092616]
[-0.9977279]
[ 0.62799606]
[-0.7678571]
[-0.78457058]
[-0.59925403]
[-0.82730475]
[-0.16798117]
[-0.86215073]
[ 1.27164662]
[-0.67359664]
[ 0.153665]
[-0.29049493]
[ 2.8570573]
[-0.86183754]
[-0.66909834]
[-1.43412583]
[-0.72020653]
[-0.424087]
[-0.3765875]
[ 0.89535514]
[ 0.02659482]
[ 0.36266006]
[ 0.86756609]
[-0.73258125]
[-0.45839156]
[-0.24043416]
[-0.51260016]
[ 0.59611142]
[-0.79359087]
[-0.32495509]
[-0.57337461]
[-0.9047081]
[-0.60016659]
[-0.23745185]
[-1.0651979]
[-0.7378489]
[-0.97151334]
[ 0.64852949]
[-0.9681788]
[-0.05226034]
[ 0.2859944]
[ 0.17473955]
[-0.60855104]
[ 0.01768687]
[ 0.82392202]
[-0.08425964]
[-0.77218005]
[-0.91058798]
[-0.19136159]
[-0.87534961]
[ 1.02801603]
[-0.21923207]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.17252727 -0.0730761   0.01055341 ..., -0.03634006 -0.18016631
   0.06651103]
 [ 0.07053541 -0.0680273   0.0323509  ...,  0.31450232  0.0765673
   0.12892674]
 [ 0.12073789  0.20325818  0.1994745  ...,  0.04278834 -0.43945591
   0.07094155]
 ..., 
 [-0.03646552  0.2935363  -0.08238883 ..., -0.02484316  0.11090449
   0.1557124 ]
 [-0.18839906 -0.03738967  0.06083052 ...,  0.09593075 -0.05643313
   0.12525881]
 [-0.10547985 -0.04218148 -0.18736262 ...,  0.20832082 -0.16325339
   0.03574236]]
final_inputs_run [[-0.73659196]
 [-0.71350212]
 [-0.72046193]
 ..., 
 [-0.4970841 ]
 [-0.49163343]
 [-0.31683492]]
final_outputs_run [[-0.73659196]
 [-0.71350212]
 [-0.72046193]
 ..., 
 [-0.4970841 ]
 [-0.49163343]
 [-0.31683492]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.17252727 -0.0730761   0.01055341 ..., -0.03634006 -0.18016631
   0.06651103]
 [ 0.07053541 -0.0680273   0.0323509  ...,  0.31450232  0.0765673
   0.12892674]
 [ 0.12073789  0.20325818  0.1994745  ...,  0.04278834 -0.43945591
   0.07094155]
 ..., 
 [-0.03646552  0.2935363  -0.08238883 ..., -0.02484316  0.11090449
   0.1557124 ]
 [-0.18839906 -0.03738967  0.06083052 ...,  0.09593075 -0.05643313
   0.12525881]
 [-0.10547985 -0.04218148 -0.18736262 ...,  0.20832082 -0.16325339
   0.03574236]]
final_inputs_run [[-0.07128871]
 [ 0.16059069]
 [ 0.09979725]
 ..., 
 [-0.06976751]
 [-0.34172891]
 [-0.56191344]]
final_outputs_run [[-0.07128871]
 [ 0.16059069]
 [ 0.09979725]
 ..., 
 [-0.06976751]
 [-0.34172891]
 [-0.56191344]]
Progress: 14.0% ... Training loss: 0.679 ... Validation loss: 1.188[-0.04565766]
[-0.12456077]
[ 0.06279422]
[-0.20077272]
[-0.51646248]
[ 0.45649118]
[ 0.17864605]
[ 0.61886849]
[-0.89987842]
[-0.08320595]
[ 0.08729096]
[-0.76628129]
[-0.16561045]
[ 0.64407646]
[-0.77577229]
[ 0.28940194]
[ 0.65105577]
[-0.4324169]
[-0.31829905]
[ 0.08712573]
[ 0.41729076]
[-0.33820565]
[-0.90893478]
[-0.52265201]
[-0.48624051]
[-0.58713409]
[-0.64262737]
[ 0.0075344]
[ 1.50980605]
[-0.92295826]
[-0.55136767]
[ 0.21463299]
[-0.81785942]
[ 0.05341166]
[-0.44698585]
[-0.5061708]
[ 0.43768427]
[-0.66859257]
[-0.3901064]
[-0.40341393]
[ 0.39676428]
[-0.04814974]
[ 0.76499374]
[-1.08745917]
[ 1.40176837]
[-0.32431055]
[-0.25711949]
[ 0.82616698]
[ 0.94173565]
[ 1.48360667]
[-0.56953256]
[-0.2114664]
[ 0.36976676]
[-1.00288351]
[-0.07286254]
[-0.08952397]
[ 0.15932]
[ 0.05733029]
[-0.85428087]
[-1.01798525]
[ 0.12516822]
[ 0.65225727]
[-0.24996375]
[-0.31897848]
[-0.09966001]
[-0.28838443]
[ 0.09078284]
[-0.2266528]
[-0.01316135]
[ 0.15771331]
[-0.54061684]
[-0.19052922]
[-0.78528966]
[-1.24245441]
[ 0.43355998]
[ 0.93202498]
[ 0.84716801]
[-0.16191293]
[ 0.02870244]
[ 0.08513248]
[-0.11873769]
[ 0.22524745]
[ 0.01440924]
[-0.55844291]
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[ 1.35425425]
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[ 1.47494028]
[ 1.45331969]
[-0.15157839]
[ 1.59565806]
[-0.98040078]
[ 0.51261335]
[ 0.14762493]
[-0.63132341]
[-0.13630307]
[ 0.04044835]
[-0.15842229]
[-0.33418823]
[-0.3414442]
[ 0.06728485]
[ 0.76892162]
[-0.0206571]
[-0.35207324]
[-0.02647248]
[-0.9647678]
[-1.20044989]
[-0.15966263]
[-0.33660327]
[ 0.41291689]
[-0.24334177]
[ 0.9713903]
[-0.14552016]
[-0.49715797]
[ 0.51964504]
[-1.06464415]
[ 1.06867356]
[-0.12779529]
[ 1.34312011]
[ 0.29708199]
[ 1.56177655]
[-0.21352334]
[ 0.84935247]
[-0.20085892]
[-0.34776109]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.17272382 -0.07318387  0.01019725 ..., -0.03624409 -0.17974618
   0.06639103]
 [ 0.07064549 -0.06796176  0.03257765 ...,  0.31445047  0.0762978
   0.12899905]
 [ 0.12100768  0.20342017  0.19994377 ...,  0.04266224 -0.44008792
   0.07109957]
 ..., 
 [-0.03652484  0.29350252 -0.08250282 ..., -0.02481562  0.11104212
   0.15567522]
 [-0.18850376 -0.03744715  0.06064138 ...,  0.09598134 -0.05620797
   0.125192  ]
 [-0.10561086 -0.04224725 -0.18758428 ...,  0.20838602 -0.1629618
   0.03566164]]
final_inputs_run [[-0.75276741]
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 ..., 
 [-0.5128196 ]
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final_outputs_run [[-0.75276741]
 [-0.72962286]
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 ..., 
 [-0.5128196 ]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.17272382 -0.07318387  0.01019725 ..., -0.03624409 -0.17974618
   0.06639103]
 [ 0.07064549 -0.06796176  0.03257765 ...,  0.31445047  0.0762978
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 [ 0.12100768  0.20342017  0.19994377 ...,  0.04266224 -0.44008792
   0.07109957]
 ..., 
 [-0.03652484  0.29350252 -0.08250282 ..., -0.02481562  0.11104212
   0.15567522]
 [-0.18850376 -0.03744715  0.06064138 ...,  0.09598134 -0.05620797
   0.125192  ]
 [-0.10561086 -0.04224725 -0.18758428 ...,  0.20838602 -0.1629618
   0.03566164]]
final_inputs_run [[-0.08553635]
 [ 0.14843349]
 [ 0.08824223]
 ..., 
 [-0.08280195]
 [-0.35592602]
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final_outputs_run [[-0.08553635]
 [ 0.14843349]
 [ 0.08824223]
 ..., 
 [-0.08280195]
 [-0.35592602]
 [-0.57681164]]
Progress: 14.2% ... Training loss: 0.678 ... Validation loss: 1.197[-0.2010877]
[ 1.22726089]
[-0.39426879]
[-0.39308678]
[ 0.71211965]
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[-0.13293304]
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[ 0.09798617]
[ 0.2236332]
[ 0.02996683]
[ 0.23561965]
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[ 1.10711132]
[-0.12713685]
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[ 0.76696804]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.17276437 -0.07320378  0.00999031 ..., -0.03621675 -0.17954299
   0.06635367]
 [ 0.07060395 -0.06798486  0.03249434 ...,  0.31447128  0.07639447
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 [ 0.12110735  0.20347319  0.20009716 ...,  0.0426148  -0.44031585
   0.07115517]
 ..., 
 [-0.03661117  0.29345974 -0.08273816 ..., -0.02477689  0.11126167
   0.15561482]
 [-0.18856905 -0.0374842   0.06052763 ...,  0.09601106 -0.05608006
   0.12515817]
 [-0.10581807 -0.04235553 -0.18797389 ...,  0.20848321 -0.16250317
   0.03553992]]
final_inputs_run [[-0.81666216]
 [-0.79259397]
 [-0.80262327]
 ..., 
 [-0.57569269]
 [-0.56870385]
 [-0.39321886]]
final_outputs_run [[-0.81666216]
 [-0.79259397]
 [-0.80262327]
 ..., 
 [-0.57569269]
 [-0.56870385]
 [-0.39321886]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
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15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
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15456          0          0          0          0          1          0   
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15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
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16861          0          1          0          0          0          0   
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16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
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...          ...  
16845          0  
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16855          0  
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16857          0  
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16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.17276437 -0.07320378  0.00999031 ..., -0.03621675 -0.17954299
   0.06635367]
 [ 0.07060395 -0.06798486  0.03249434 ...,  0.31447128  0.07639447
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 [ 0.12110735  0.20347319  0.20009716 ...,  0.0426148  -0.44031585
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 ..., 
 [-0.03661117  0.29345974 -0.08273816 ..., -0.02477689  0.11126167
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 [-0.18856905 -0.0374842   0.06052763 ...,  0.09601106 -0.05608006
   0.12515817]
 [-0.10581807 -0.04235553 -0.18797389 ...,  0.20848321 -0.16250317
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final_inputs_run [[-0.14743717]
 [ 0.090748  ]
 [ 0.03360715]
 ..., 
 [-0.14148902]
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final_outputs_run [[-0.14743717]
 [ 0.090748  ]
 [ 0.03360715]
 ..., 
 [-0.14148902]
 [-0.41619005]
 [-0.63880465]]
Progress: 14.4% ... Training loss: 0.680 ... Validation loss: 1.247[ 1.92370451]
[-0.56690159]
[-0.3149873]
[-0.06634026]
[-0.40686678]
[ 0.14096504]
[ 0.07888058]
[-0.47329997]
[ 0.0532425]
[-0.5013913]
[-1.08974597]
[ 0.94195018]
[ 0.29444205]
[ 0.55477957]
[ 0.35120281]
[-0.24235293]
[-0.21305535]
[-0.84514062]
[-0.43964656]
[-0.20963148]
[-0.4179153]
[-0.80119895]
[-0.37027287]
[-0.72302794]
[ 0.9104452]
[-0.04061457]
[ 0.20237467]
[ 0.19753065]
[ 0.29116713]
[-0.15722724]
[ 0.3050515]
[ 0.16782672]
[-0.82252097]
[-0.64998384]
[ 0.11131702]
[ 0.18417198]
[ 0.42255415]
[-0.35416376]
[ 0.13647511]
[ 2.03278258]
[-0.57251477]
[-0.52331792]
[-1.11219714]
[-0.20360183]
[-0.8991892]
[-0.14762362]
[ 1.12395623]
[-0.43136177]
[-0.12928262]
[ 1.46914296]
[-0.13765241]
[-0.65874953]
[ 0.33492896]
[-0.05591992]
[-0.1450355]
[-0.01976416]
[-0.92499878]
[-0.31996487]
[-0.42467374]
[ 0.17892523]
[ 0.09581548]
[-0.8009606]
[ 1.78177837]
[-0.44159258]
[-0.34900851]
[ 0.69566015]
[-0.35604961]
[-0.00105594]
[-0.14411128]
[ 0.73112272]
[ 2.79567914]
[ 0.00187835]
[ 0.92455535]
[-0.44597237]
[ 0.10167844]
[ 0.02929782]
[ 0.9104452]
[-0.11833421]
[-1.12548441]
[ 0.43061109]
[-0.20024923]
[-0.55263404]
[ 0.54197433]
[-0.5607215]
[-0.94158315]
[ 2.20772271]
[-0.18053936]
[-0.25563555]
[-0.02532192]
[-1.01952039]
[-0.17741052]
[ 0.33595097]
[-0.37170423]
[ 1.75927847]
[-0.04348388]
[-0.21289894]
[-0.39720755]
[ 0.40505493]
[-0.75037044]
[ 0.818793]
[-0.53877779]
[-0.37319656]
[-0.36598649]
[ 3.04113762]
[-0.95388822]
[-0.45726096]
[ 1.1315805]
[-0.57955978]
[ 0.09803635]
[-0.446696]
[-0.53318456]
[ 0.25320928]
[ 0.42344457]
[-0.01255334]
[ 0.20762511]
[-0.38355232]
[ 0.88833576]
[ 0.32752657]
[ 0.08090269]
[ 1.80774036]
[ 0.09924842]
[-0.71037344]
[ 0.28298459]
[ 0.86097291]
[ 0.05980426]
[-0.0544163]
[ 1.45999247]
[ 1.28137813]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.17200736 -0.07280042  0.01150072 ..., -0.03662893 -0.18123586
   0.06680618]
 [ 0.07053945 -0.06801749  0.03237083 ...,  0.31450436  0.07653923
   0.1289377 ]
 [ 0.12125991  0.20354316  0.20029846 ...,  0.04253508 -0.44049513
   0.071243  ]
 ..., 
 [-0.03642418  0.29357081 -0.08236351 ..., -0.02488078  0.11081718
   0.15572772]
 [-0.18845593 -0.03742604  0.06077327 ...,  0.09594391 -0.0563071
   0.1252339 ]
 [-0.10587907 -0.04238504 -0.18808429 ...,  0.20851384 -0.16232126
   0.03549938]]
final_inputs_run [[-0.78822611]
 [-0.76478258]
 [-0.77350027]
 ..., 
 [-0.54524737]
 [-0.53873644]
 [-0.36331857]]
final_outputs_run [[-0.78822611]
 [-0.76478258]
 [-0.77350027]
 ..., 
 [-0.54524737]
 [-0.53873644]
 [-0.36331857]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.17200736 -0.07280042  0.01150072 ..., -0.03662893 -0.18123586
   0.06680618]
 [ 0.07053945 -0.06801749  0.03237083 ...,  0.31450436  0.07653923
   0.1289377 ]
 [ 0.12125991  0.20354316  0.20029846 ...,  0.04253508 -0.44049513
   0.071243  ]
 ..., 
 [-0.03642418  0.29357081 -0.08236351 ..., -0.02488078  0.11081718
   0.15572772]
 [-0.18845593 -0.03742604  0.06077327 ...,  0.09594391 -0.0563071
   0.1252339 ]
 [-0.10587907 -0.04238504 -0.18808429 ...,  0.20851384 -0.16232126
   0.03549938]]
final_inputs_run [[-0.11503015]
 [ 0.12189153]
 [ 0.06342556]
 ..., 
 [-0.11180268]
 [-0.3873724 ]
 [-0.60913108]]
final_outputs_run [[-0.11503015]
 [ 0.12189153]
 [ 0.06342556]
 ..., 
 [-0.11180268]
 [-0.3873724 ]
 [-0.60913108]]
Progress: 14.6% ... Training loss: 0.677 ... Validation loss: 1.218[-1.13881676]
[-1.00290467]
[ 2.87581908]
[-0.1650315]
[ 0.04126285]
[-0.60223107]
[-0.26799401]
[ 0.25000489]
[-0.35376402]
[ 0.576395]
[ 0.69073155]
[ 0.6986818]
[-0.66561938]
[-0.32707262]
[ 0.68789052]
[ 1.31341221]
[-1.033465]
[-0.12945449]
[ 0.21416616]
[-0.16793237]
[-0.19769408]
[-0.28955168]
[ 0.02282276]
[ 0.92375664]
[-0.05687118]
[-0.65773128]
[ 0.13283301]
[-1.27820004]
[ 1.05504811]
[-0.27689181]
[-0.11643087]
[ 0.1818171]
[-0.84327421]
[ 1.64605639]
[-0.16728201]
[ 0.15858226]
[ 0.89921199]
[-0.39550324]
[-1.08601604]
[ 0.8277304]
[-0.4416303]
[-0.59913917]
[ 0.50519153]
[-1.14244928]
[-0.05899622]
[-0.4048857]
[ 0.04164241]
[-0.33771538]
[-0.21214249]
[ 0.23157839]
[-0.31763577]
[-0.24443368]
[-0.23942141]
[-0.75492978]
[-0.57984804]
[-0.56279341]
[-0.74576309]
[-0.25971909]
[ 0.17093134]
[-1.28456]
[ 2.21016422]
[ 0.00622143]
[ 0.44118879]
[ 0.90758668]
[-0.37791219]
[-1.00449515]
[-0.36861335]
[-0.56669601]
[ 2.49354655]
[-0.80269158]
[ 0.05195634]
[-0.86020951]
[ 1.22351603]
[ 0.80150488]
[-0.18045103]
[-0.12473605]
[ 0.09317946]
[-0.62538613]
[ 0.91482505]
[-0.70356046]
[ 0.41719413]
[-0.07150244]
[-0.03943956]
[-0.54029971]
[ 0.33352191]
[-0.18762851]
[ 2.84914327]
[ 0.66005787]
[ 0.25966593]
[-0.59525092]
[-0.20517126]
[ 0.45540052]
[-0.84327421]
[-0.19158941]
[-0.80060024]
[-0.79599336]
[ 0.79803381]
[ 0.45784636]
[-0.45982337]
[ 0.51853369]
[-0.16253271]
[-0.58515534]
[ 1.24682808]
[-0.5485041]
[ 0.17988712]
[ 0.32185]
[-0.45169396]
[ 3.31395615]
[-0.23883617]
[-0.64585724]
[-0.42773272]
[-0.6251611]
[ 0.43444889]
[-1.0043044]
[-0.5804091]
[-0.34349652]
[ 0.10336593]
[-1.02405701]
[-0.00624732]
[ 0.64370813]
[-0.27528659]
[-0.98878947]
[-0.66780173]
[ 0.76963287]
[-0.56182949]
[-0.00674428]
[-0.4581366]
[ 0.17758313]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.17139502 -0.07246867  0.0125606  ..., -0.03694395 -0.1823756
   0.0671816 ]
 [ 0.07041621 -0.068076    0.03214021 ...,  0.31456587  0.07681651
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 [ 0.12215794  0.20402705  0.2021292  ...,  0.04207543 -0.44231022
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 ..., 
 [-0.0363739   0.2935979  -0.08226049 ..., -0.02490761  0.11070025
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 [-0.1884605  -0.03742922  0.06078168 ...,  0.09594886 -0.05624988
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 [-0.10603105 -0.04246355 -0.18837107 ...,  0.20859079 -0.16195358
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final_inputs_run [[-0.8067217 ]
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 ..., 
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final_outputs_run [[-0.8067217 ]
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 ..., 
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
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15457         0         1             1    ...          0      0      0   
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15460         0         1             1    ...          0      0      0   
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15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
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15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
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15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
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16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
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16864          0          1          0          0          0          0   
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16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
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15450          0  
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15452          0  
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15456          0  
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15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
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16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.17139502 -0.07246867  0.0125606  ..., -0.03694395 -0.1823756
   0.0671816 ]
 [ 0.07041621 -0.068076    0.03214021 ...,  0.31456587  0.07681651
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 [ 0.12215794  0.20402705  0.2021292  ...,  0.04207543 -0.44231022
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 ..., 
 [-0.0363739   0.2935979  -0.08226049 ..., -0.02490761  0.11070025
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 [-0.1884605  -0.03742922  0.06078168 ...,  0.09594886 -0.05624988
   0.12522894]
 [-0.10603105 -0.04246355 -0.18837107 ...,  0.20859079 -0.16195358
   0.03540444]]
final_inputs_run [[-0.12400942]
 [ 0.11818021]
 [ 0.06110862]
 ..., 
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final_outputs_run [[-0.12400942]
 [ 0.11818021]
 [ 0.06110862]
 ..., 
 [-0.11754985]
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Progress: 14.8% ... Training loss: 0.676 ... Validation loss: 1.223[-0.51294347]
[ 0.79815119]
[-1.27108463]
[ 0.23016535]
[-0.20834999]
[ 0.86512511]
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[ 0.10000418]
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[ 0.50038383]
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[ 0.02187809]
[-0.59247526]
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[ 0.43146255]
[-0.34606809]
[ 1.86222707]
[-0.99509916]
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[-0.58762477]
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[ 3.1157151]
[ 0.8841296]
[ 0.01336614]
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[ 1.19888937]
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[ 1.10753048]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.17061767 -0.07204072  0.01397165 ..., -0.03735613 -0.18394655
   0.06763844]
 [ 0.0703594  -0.06810637  0.03202516 ...,  0.31459536  0.07695215
   0.1288333 ]
 [ 0.12331253  0.20464407  0.20425838 ...,  0.04147635 -0.44471921
   0.07248193]
 ..., 
 [-0.0359531   0.29382617 -0.08145432 ..., -0.02513309  0.10980759
   0.15600832]
 [-0.18823309 -0.03730866  0.06119948 ...,  0.09583151 -0.05665997
   0.12536084]
 [-0.10604526 -0.04246557 -0.18838054 ...,  0.20859136 -0.16194206
   0.03540276]]
final_inputs_run [[-0.74812702]
 [-0.72687961]
 [-0.73219368]
 ..., 
 [-0.49322437]
 [-0.48756257]
 [-0.30780057]]
final_outputs_run [[-0.74812702]
 [-0.72687961]
 [-0.73219368]
 ..., 
 [-0.49322437]
 [-0.48756257]
 [-0.30780057]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.17061767 -0.07204072  0.01397165 ..., -0.03735613 -0.18394655
   0.06763844]
 [ 0.0703594  -0.06810637  0.03202516 ...,  0.31459536  0.07695215
   0.1288333 ]
 [ 0.12331253  0.20464407  0.20425838 ...,  0.04147635 -0.44471921
   0.07248193]
 ..., 
 [-0.0359531   0.29382617 -0.08145432 ..., -0.02513309  0.10980759
   0.15600832]
 [-0.18823309 -0.03730866  0.06119948 ...,  0.09583151 -0.05665997
   0.12536084]
 [-0.10604526 -0.04246557 -0.18838054 ...,  0.20859136 -0.16194206
   0.03540276]]
final_inputs_run [[-0.05238755]
 [ 0.18834085]
 [ 0.12808094]
 ..., 
 [-0.04986296]
 [-0.33107582]
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final_outputs_run [[-0.05238755]
 [ 0.18834085]
 [ 0.12808094]
 ..., 
 [-0.04986296]
 [-0.33107582]
 [-0.55618947]]
Progress: 15.0% ... Training loss: 0.674 ... Validation loss: 1.167[-0.33321555]
[ 1.21951252]
[-0.79996104]
[ 1.18070138]
[-0.77281257]
[-0.19080744]
[-0.93346808]
[ 2.29092782]
[ 0.11325037]
[-0.85349506]
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[-1.0113469]
[ 2.69147486]
[-0.30194096]
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[ 1.61394213]
[ 0.10171444]
[-0.37010488]
[-0.49589011]
[-0.95297603]
[-0.09467082]
[ 0.86294661]
[-0.43213214]
[-0.22858547]
[-0.72484355]
[-1.00014054]
[-1.06678736]
[-0.93939157]
[-0.63294176]
[ 0.27439587]
[ 1.62035496]
[-0.70990183]
[-0.37658699]
[-0.02337572]
[ 0.11477432]
[-0.58491756]
[-0.16896336]
[-0.36863514]
[-0.33495664]
[-0.5389991]
[-0.28930836]
[ 0.61673674]
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[-0.3574958]
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[ 0.35779003]
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[ 0.95389304]
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[ 1.00886462]
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[ 1.21722291]
[-0.56746537]
[-0.54712033]
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[-1.20263917]
[-0.31986742]
[-0.86016979]
[ 0.7790806]
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[-0.72954686]
[-0.63923199]
[-0.15978078]
[ 0.01844897]
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[ 1.03049581]
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[ 0.13377125]
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[-0.80178508]
[ 0.02524116]
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[-0.17281379]
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[ 2.67753193]
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[ 0.25061583]
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[ 0.37761249]
[-0.41252664]
[ 0.68439937]
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[ 0.50634219]
[ 1.78533488]
[-0.3559487]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.16994013 -0.0716713   0.01528335 ..., -0.03768233 -0.18522036
   0.06805126]
 [ 0.07031472 -0.06813184  0.03193435 ...,  0.31461578  0.0770552
   0.1288047 ]
 [ 0.12360006  0.20476554  0.2046565  ...,  0.04135278 -0.44509967
   0.07264527]
 ..., 
 [-0.03586016  0.29387787 -0.08130463 ..., -0.02517302  0.10965523
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 [-0.18822348 -0.0372966   0.0612465  ...,  0.09582108 -0.05668407
   0.12537289]
 [-0.10594665 -0.04241766 -0.18819378 ...,  0.20854573 -0.16207803
   0.03546024]]
final_inputs_run [[-0.78012829]
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 ..., 
 [-0.52034506]
 [-0.51419713]
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final_outputs_run [[-0.78012829]
 [-0.75814286]
 [-0.76444761]
 ..., 
 [-0.52034506]
 [-0.51419713]
 [-0.33544449]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.16994013 -0.0716713   0.01528335 ..., -0.03768233 -0.18522036
   0.06805126]
 [ 0.07031472 -0.06813184  0.03193435 ...,  0.31461578  0.0770552
   0.1288047 ]
 [ 0.12360006  0.20476554  0.2046565  ...,  0.04135278 -0.44509967
   0.07264527]
 ..., 
 [-0.03586016  0.29387787 -0.08130463 ..., -0.02517302  0.10965523
   0.15605239]
 [-0.18822348 -0.0372966   0.0612465  ...,  0.09582108 -0.05668407
   0.12537289]
 [-0.10594665 -0.04241766 -0.18819378 ...,  0.20854573 -0.16207803
   0.03546024]]
final_inputs_run [[-0.07890787]
 [ 0.16290454]
 [ 0.10350601]
 ..., 
 [-0.07507033]
 [-0.35692408]
 [-0.58166178]]
final_outputs_run [[-0.07890787]
 [ 0.16290454]
 [ 0.10350601]
 ..., 
 [-0.07507033]
 [-0.35692408]
 [-0.58166178]]
Progress: 15.2% ... Training loss: 0.672 ... Validation loss: 1.187[ 0.71547292]
[-1.30902279]
[-0.09032444]
[ 0.31353317]
[-0.93682496]
[ 0.4983403]
[ 0.25935356]
[ 0.40396077]
[ 1.10248866]
[-0.03575737]
[ 1.43042813]
[ 0.08869432]
[-0.65371497]
[-0.84286176]
[-0.59646794]
[-0.13662723]
[-0.26273675]
[ 0.2687692]
[ 1.99301804]
[-0.19620441]
[-0.62539322]
[-0.25494131]
[-0.79610058]
[ 1.09791334]
[ 0.33889989]
[ 1.98568314]
[ 0.74476174]
[-0.33621596]
[-0.48950782]
[-0.67583451]
[ 0.01173678]
[ 0.37423989]
[-0.34873047]
[-0.21896484]
[-0.50323216]
[-0.60029855]
[-0.13022793]
[-0.35245268]
[ 0.25801947]
[-0.08152695]
[-0.0890368]
[-0.62021484]
[-0.06246626]
[ 2.65482465]
[-0.2375947]
[ 0.62358104]
[ 1.13592414]
[-0.28843435]
[-0.08351151]
[-0.89432157]
[ 0.97022989]
[-0.83773748]
[ 0.08150614]
[-0.3370076]
[-0.00261633]
[ 0.27344474]
[-0.49594125]
[-1.03043795]
[-0.8573062]
[ 0.96806915]
[ 0.09897896]
[ 1.39557068]
[ 0.07629405]
[ 0.18526289]
[-0.75400401]
[ 0.14657508]
[ 0.2187595]
[ 0.06959901]
[-0.11217384]
[ 0.35968737]
[ 1.59546818]
[-0.1695763]
[ 1.71958093]
[ 0.10789404]
[-0.81632877]
[-0.78164542]
[ 2.1185802]
[-0.78727138]
[-0.89024978]
[ 1.23589641]
[-0.15198957]
[-0.28123006]
[-0.35495946]
[ 0.5155959]
[-0.93133914]
[-0.57935351]
[-0.62301511]
[-0.26175735]
[ 0.46004364]
[ 0.70013057]
[-0.83965505]
[-0.37251459]
[-0.04507857]
[-0.5045685]
[ 0.47317694]
[ 2.98277148]
[-0.68161957]
[-0.51113302]
[ 0.1497865]
[ 3.18245898]
[ 2.73440162]
[ 0.51743555]
[-0.50055795]
[-0.29899193]
[ 2.03874133]
[ 0.0475759]
[-0.96307544]
[ 1.94170454]
[-0.00891399]
[-0.40671632]
[ 2.18696151]
[-1.3136887]
[ 3.68837931]
[-0.12923011]
[-0.45109815]
[-0.39721729]
[-0.40576845]
[-0.55962218]
[-0.23291283]
[-0.81947029]
[-1.09802737]
[-1.18381733]
[ 1.8709275]
[-0.02411083]
[ 1.49851629]
[-0.32861041]
[-0.30429087]
[-0.2290747]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.16872621 -0.07099576  0.01760458 ..., -0.03828715 -0.18764577
   0.06882092]
 [ 0.07027979 -0.06815107  0.03186425 ...,  0.31463117  0.077127
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 [ 0.12489152  0.20550321  0.2071466  ...,  0.040714   -0.44786404
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 ..., 
 [-0.03563353  0.29399008 -0.08085389 ..., -0.02528189  0.10916345
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 [-0.18809693 -0.03722804  0.06148522 ...,  0.09575987 -0.05688522
   0.1254414 ]
 [-0.10581285 -0.04233847 -0.18789801 ...,  0.20848136 -0.16237442
   0.03555102]]
final_inputs_run [[-0.72759836]
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 [-0.70973978]
 ..., 
 [-0.46141052]
 [-0.45613276]
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final_outputs_run [[-0.72759836]
 [-0.70712742]
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 ..., 
 [-0.46141052]
 [-0.45613276]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.16872621 -0.07099576  0.01760458 ..., -0.03828715 -0.18764577
   0.06882092]
 [ 0.07027979 -0.06815107  0.03186425 ...,  0.31463117  0.077127
   0.12878299]
 [ 0.12489152  0.20550321  0.2071466  ...,  0.040714   -0.44786404
   0.07345419]
 ..., 
 [-0.03563353  0.29399008 -0.08085389 ..., -0.02528189  0.10916345
   0.15617979]
 [-0.18809693 -0.03722804  0.06148522 ...,  0.09575987 -0.05688522
   0.1254414 ]
 [-0.10581285 -0.04233847 -0.18789801 ...,  0.20848136 -0.16237442
   0.03555102]]
final_inputs_run [[-0.01274609]
 [ 0.23101987]
 [ 0.16986949]
 ..., 
 [-0.01135072]
 [-0.2975884 ]
 [-0.52395733]]
final_outputs_run [[-0.01274609]
 [ 0.23101987]
 [ 0.16986949]
 ..., 
 [-0.01135072]
 [-0.2975884 ]
 [-0.52395733]]
Progress: 15.4% ... Training loss: 0.674 ... Validation loss: 1.137[-0.46761272]
[-0.05381677]
[-0.22412726]
[-0.3743265]
[-0.09742516]
[-0.42173842]
[ 1.24698093]
[-0.98837389]
[-0.30894816]
[-0.53352706]
[-0.02321929]
[-0.36205569]
[ 1.38187019]
[ 2.36271782]
[ 0.03383559]
[ 0.0486582]
[-0.77999547]
[ 0.00475151]
[ 1.850846]
[-0.05278293]
[ 0.38359482]
[-0.6556009]
[-0.86967576]
[ 0.03847589]
[-0.95818972]
[ 0.05857008]
[-0.58237537]
[-0.10172815]
[ 1.5990772]
[ 0.38341105]
[-0.26107753]
[-0.17126667]
[-0.18351699]
[ 0.12591025]
[ 0.8805177]
[ 0.07172721]
[-0.36976814]
[ 0.08081171]
[ 0.28160104]
[ 0.27051059]
[-0.14976]
[ 0.93668552]
[-0.35677774]
[ 0.09833646]
[-0.28541849]
[ 0.98504263]
[-0.50316747]
[-0.38318788]
[ 0.94942046]
[-0.34674452]
[ 0.66947568]
[-0.42060636]
[-0.13358534]
[-0.0239292]
[ 0.57875591]
[-0.53234208]
[-0.21577048]
[ 0.0343522]
[-0.33739562]
[ 1.03755381]
[-0.80316587]
[-0.52587677]
[-0.18351699]
[ 0.92426249]
[-0.52264211]
[ 0.46155977]
[-1.06704832]
[-0.9326741]
[-0.3018725]
[-0.24976782]
[-0.82930042]
[ 1.59651415]
[ 0.74703137]
[-0.51788704]
[-0.54441894]
[-0.21071608]
[-0.52003919]
[ 0.36750557]
[ 0.20328204]
[ 0.32287969]
[-0.40031776]
[-0.53492732]
[ 0.03753778]
[ 0.09510668]
[-0.56288957]
[-0.00114114]
[-0.38318788]
[ 0.09577413]
[ 0.16114298]
[ 1.28217289]
[ 2.61908108]
[ 0.21474199]
[-0.1627016]
[-0.61703101]
[ 0.66045463]
[ 0.84619142]
[ 2.36882446]
[ 1.138371]
[ 0.612088]
[-0.03176573]
[-0.52235811]
[-0.33452215]
[-0.26637995]
[ 0.01642397]
[ 1.82351951]
[ 0.14738393]
[-0.6775752]
[-0.77139391]
[-0.21536238]
[-0.47611269]
[ 0.76207159]
[-1.12846367]
[-0.87451404]
[-0.1011699]
[-0.82908158]
[ 1.76434865]
[-1.23894422]
[ 1.80251772]
[-1.15312312]
[-0.14678298]
[-0.15138065]
[ 0.74291408]
[-0.19271178]
[-0.27662559]
[-1.01197095]
[-0.51900435]
[-0.00438497]
[-1.07485357]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.1681655  -0.07068736  0.01863161 ..., -0.03854283 -0.18869819
   0.06916328]
 [ 0.0701013  -0.06826159  0.03146115 ...,  0.31471732  0.07754994
   0.12864788]
 [ 0.12614683  0.20620108  0.20967587 ...,  0.04013031 -0.45038386
   0.07428903]
 ..., 
 [-0.03553648  0.29403015 -0.08065399 ..., -0.02532731  0.10905833
   0.15623338]
 [-0.18800546 -0.03717899  0.06166717 ...,  0.09572103 -0.0570555
   0.12549065]
 [-0.10579324 -0.04232253 -0.18787237 ...,  0.20847251 -0.1624171
   0.03556468]]
final_inputs_run [[-0.71893649]
 [-0.69871113]
 [-0.70076276]
 ..., 
 [-0.44669951]
 [-0.44129049]
 [-0.25901367]]
final_outputs_run [[-0.71893649]
 [-0.69871113]
 [-0.70076276]
 ..., 
 [-0.44669951]
 [-0.44129049]
 [-0.25901367]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
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16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
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15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
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15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
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16866          0  
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16868          0  
16869          0  
16870          0  
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16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.1681655  -0.07068736  0.01863161 ..., -0.03854283 -0.18869819
   0.06916328]
 [ 0.0701013  -0.06826159  0.03146115 ...,  0.31471732  0.07754994
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 [ 0.12614683  0.20620108  0.20967587 ...,  0.04013031 -0.45038386
   0.07428903]
 ..., 
 [-0.03553648  0.29403015 -0.08065399 ..., -0.02532731  0.10905833
   0.15623338]
 [-0.18800546 -0.03717899  0.06166717 ...,  0.09572103 -0.0570555
   0.12549065]
 [-0.10579324 -0.04232253 -0.18787237 ...,  0.20847251 -0.1624171
   0.03556468]]
final_inputs_run [[ 0.00437174]
 [ 0.24708403]
 [ 0.18494139]
 ..., 
 [ 0.00513017]
 [-0.28282757]
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final_outputs_run [[ 0.00437174]
 [ 0.24708403]
 [ 0.18494139]
 ..., 
 [ 0.00513017]
 [-0.28282757]
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Progress: 15.6% ... Training loss: 0.675 ... Validation loss: 1.126[ 0.96245575]
[ 0.35399159]
[-0.21218912]
[ 0.09964365]
[-0.36011666]
[-0.50544824]
[ 0.24829652]
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[ 0.96565431]
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[ 0.03751982]
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[ 0.6220095]
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[-1.05737358]
[-0.76785725]
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[-0.35497569]
[-0.61159066]
[ 2.48221717]
[-0.48613271]
[ 1.1995371]
[ 1.79702612]
[ 2.73544856]
[ 0.40091755]
[ 0.059687]
[-0.32766225]
[-0.61440005]
[ 0.15903209]
[ 0.56922324]
[-0.41539286]
[-0.31114543]
[-0.32301484]
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[ 0.52124497]
[ 0.79176401]
[-0.68629993]
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[ 0.55948284]
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[ 1.34240418]
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[ 0.46191346]
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[ 3.09147165]
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[-0.2725505]
[ 0.30242226]
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[ 0.00701808]
[ 0.45211191]
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[ 0.09349731]
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[ 0.07922904]
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[ 1.32343673]
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[ 0.20152368]
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[ 0.18485066]
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[-0.28843528]
[-0.7219236]
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[ 1.22176321]
[-0.1522097]
[ 0.15214008]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.16803409 -0.07059011  0.01897319 ..., -0.03861831 -0.1889064
   0.06927056]
 [ 0.07015156 -0.06822555  0.03157152 ...,  0.31469672  0.07741146
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 [ 0.12631392  0.20630733  0.21011136 ...,  0.04004273 -0.45075517
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 ..., 
 [-0.03547891  0.29406434 -0.08052353 ..., -0.02535228  0.10890215
   0.1562722 ]
 [-0.18830805 -0.03733793  0.0611028  ...,  0.09584676 -0.05647918
   0.1253069 ]
 [-0.10567684 -0.04225484 -0.18763469 ...,  0.20841974 -0.16265562
   0.03563467]]
final_inputs_run [[-0.75721744]
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 ..., 
 [-0.48015058]
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final_outputs_run [[-0.75721744]
 [-0.73644328]
 [-0.74017316]
 ..., 
 [-0.48015058]
 [-0.47378147]
 [-0.29396677]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.16803409 -0.07059011  0.01897319 ..., -0.03861831 -0.1889064
   0.06927056]
 [ 0.07015156 -0.06822555  0.03157152 ...,  0.31469672  0.07741146
   0.12868438]
 [ 0.12631392  0.20630733  0.21011136 ...,  0.04004273 -0.45075517
   0.07443084]
 ..., 
 [-0.03547891  0.29406434 -0.08052353 ..., -0.02535228  0.10890215
   0.1562722 ]
 [-0.18830805 -0.03733793  0.0611028  ...,  0.09584676 -0.05647918
   0.1253069 ]
 [-0.10567684 -0.04225484 -0.18763469 ...,  0.20841974 -0.16265562
   0.03563467]]
final_inputs_run [[-0.02982511]
 [ 0.21505242]
 [ 0.15429992]
 ..., 
 [-0.02731887]
 [-0.31613542]
 [-0.54078326]]
final_outputs_run [[-0.02982511]
 [ 0.21505242]
 [ 0.15429992]
 ..., 
 [-0.02731887]
 [-0.31613542]
 [-0.54078326]]
Progress: 15.8% ... Training loss: 0.669 ... Validation loss: 1.148[ 0.0968428]
[-0.14488562]
[ 1.14029797]
[-0.9972807]
[-0.50029799]
[-0.21113473]
[ 0.01685453]
[ 0.84894712]
[-0.93514452]
[-0.35247565]
[ 1.25617938]
[ 0.65516724]
[-0.74558349]
[ 0.38930312]
[-0.58664244]
[-0.27932105]
[ 0.16192294]
[ 1.16563578]
[ 0.05696991]
[-0.58939912]
[-0.31940537]
[ 0.37731768]
[ 0.68425657]
[-0.30934769]
[-0.40059163]
[ 1.15550488]
[-0.12741148]
[-1.1121629]
[-0.17981917]
[-0.11609049]
[-1.35398554]
[ 0.78219503]
[-0.44433148]
[-0.34115302]
[ 1.22577682]
[ 0.04501118]
[ 1.99459278]
[ 0.33849198]
[ 0.71556814]
[-0.99530822]
[-0.18705961]
[-0.86693418]
[ 0.91188157]
[-0.55358265]
[ 0.16539157]
[ 0.24362618]
[ 0.59562666]
[ 0.25144069]
[ 0.65993891]
[ 0.69052871]
[ 0.16465404]
[ 0.59224156]
[-1.02224387]
[-0.55869316]
[-0.42564539]
[ 1.26021673]
[ 0.67322362]
[ 0.30309277]
[-0.78086198]
[ 1.98819172]
[-0.19060348]
[-0.25499904]
[-0.37477931]
[-0.10844894]
[-0.39558919]
[-0.36022575]
[-0.59946897]
[ 0.86553201]
[-0.79834589]
[ 0.09741721]
[-1.2370145]
[-0.83475187]
[-0.5288367]
[-0.32521562]
[ 0.71095981]
[-0.66908822]
[-0.05045384]
[-0.38375941]
[ 0.00897185]
[-0.01686322]
[-0.35744405]
[-0.15358672]
[-0.50249087]
[ 1.22204297]
[-0.82553743]
[ 1.19905779]
[-0.79604128]
[ 0.41590883]
[-0.2053335]
[-0.83855512]
[ 0.31476834]
[-0.17313007]
[-0.21449733]
[ 0.44827201]
[-0.39618766]
[-0.79611616]
[-0.26164704]
[-0.46781464]
[-0.48118396]
[-1.19083556]
[ 0.2031215]
[ 0.29655778]
[ 1.6540053]
[ 1.47688116]
[ 0.14180257]
[-0.3581328]
[-0.45592142]
[-0.63091959]
[ 0.00300861]
[-0.09729791]
[ 0.73410829]
[ 2.30143846]
[ 0.79796132]
[-0.23865807]
[-0.88163703]
[-0.26844991]
[-0.22553334]
[ 0.20072158]
[-0.71056066]
[ 0.37679135]
[-0.51916663]
[-0.45712229]
[-0.599734]
[ 0.09758497]
[ 0.09468132]
[-0.22884691]
[ 0.04007357]
[-0.65306273]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.16764272 -0.07036592  0.01971176 ..., -0.03879375 -0.18963314
   0.06950131]
 [ 0.0701011  -0.06825517  0.03146672 ...,  0.31472081  0.07752938
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 [ 0.12738715  0.20695543  0.21232155 ...,  0.03951599 -0.45311198
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 ..., 
 [-0.03543969  0.29407824 -0.08045738 ..., -0.02536674  0.10883693
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 [-0.18827755 -0.03731923  0.06116608 ...,  0.09583227 -0.05654792
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 [-0.10545452 -0.04212715 -0.18720297 ...,  0.2083189  -0.16308329
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final_inputs_run [[-0.76676331]
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 ..., 
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final_outputs_run [[-0.76676331]
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 ..., 
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
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16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
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16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
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16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
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15445          0  
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15460          0  
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15462          0  
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15464          0  
...          ...  
16845          0  
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16853          0  
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16860          0  
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16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.16764272 -0.07036592  0.01971176 ..., -0.03879375 -0.18963314
   0.06950131]
 [ 0.0701011  -0.06825517  0.03146672 ...,  0.31472081  0.07752938
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 [ 0.12738715  0.20695543  0.21232155 ...,  0.03951599 -0.45311198
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 ..., 
 [-0.03543969  0.29407824 -0.08045738 ..., -0.02536674  0.10883693
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 [-0.18827755 -0.03731923  0.06116608 ...,  0.09583227 -0.05654792
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 [-0.10545452 -0.04212715 -0.18720297 ...,  0.2083189  -0.16308329
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final_inputs_run [[-0.03269541]
 [ 0.21307234]
 [ 0.15172787]
 ..., 
 [-0.03166664]
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final_outputs_run [[-0.03269541]
 [ 0.21307234]
 [ 0.15172787]
 ..., 
 [-0.03166664]
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Progress: 16.0% ... Training loss: 0.668 ... Validation loss: 1.150[-0.35032273]
[-0.26928028]
[ 1.99111874]
[ 1.59573667]
[-0.58481025]
[ 0.3818627]
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[ 1.77659688]
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[ 0.66471394]
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[ 1.56195406]
[ 1.07869853]
[ 1.53773185]
[-0.30519043]
[ 1.32338484]
[ 0.14393988]
[ 0.84657547]
[-0.43136127]
[ 0.01019486]
[-0.40955052]
[-1.03316972]
[-0.43475321]
[-0.51965169]
[-0.17887453]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.16712034 -0.07004982  0.02073967 ..., -0.03904773 -0.19066533
   0.06985679]
 [ 0.06996384 -0.06833112  0.03119227 ...,  0.31478378  0.07782439
   0.12856022]
 [ 0.12774132  0.20714839  0.21275449 ...,  0.03936505 -0.4535631
   0.07536133]
 ..., 
 [-0.03567826  0.29394828 -0.08093822 ..., -0.02525692  0.10935789
   0.15613861]
 [-0.18863926 -0.03753136  0.06043699 ...,  0.09599776 -0.05571647
   0.12508165]
 [-0.105612   -0.04221594 -0.1875156  ...,  0.20839264 -0.16269747
   0.03567353]]
final_inputs_run [[-0.8322754 ]
 [-0.81055358]
 [-0.81749496]
 ..., 
 [-0.5473358 ]
 [-0.53924498]
 [-0.3599662 ]]
final_outputs_run [[-0.8322754 ]
 [-0.81055358]
 [-0.81749496]
 ..., 
 [-0.5473358 ]
 [-0.53924498]
 [-0.3599662 ]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
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15451          0          0          0          0          1          0   
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15460          0          0          0          0          1          0   
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15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
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16857          0          1          0          0          0          0   
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16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
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15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
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16850          0  
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16857          0  
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16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.16712034 -0.07004982  0.02073967 ..., -0.03904773 -0.19066533
   0.06985679]
 [ 0.06996384 -0.06833112  0.03119227 ...,  0.31478378  0.07782439
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 [ 0.12774132  0.20714839  0.21275449 ...,  0.03936505 -0.4535631
   0.07536133]
 ..., 
 [-0.03567826  0.29394828 -0.08093822 ..., -0.02525692  0.10935789
   0.15613861]
 [-0.18863926 -0.03753136  0.06043699 ...,  0.09599776 -0.05571647
   0.12508165]
 [-0.105612   -0.04221594 -0.1875156  ...,  0.20839264 -0.16269747
   0.03567353]]
final_inputs_run [[-0.09518484]
 [ 0.15644474]
 [ 0.09824789]
 ..., 
 [-0.08774137]
 [-0.38068532]
 [-0.6059325 ]]
final_outputs_run [[-0.09518484]
 [ 0.15644474]
 [ 0.09824789]
 ..., 
 [-0.08774137]
 [-0.38068532]
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Progress: 16.2% ... Training loss: 0.665 ... Validation loss: 1.194[ 0.22571994]
[ 0.07715437]
[-0.87771968]
[-0.88732725]
[ 0.43446124]
[-0.79509602]
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[ 0.6825867]
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[ 0.13841749]
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[ 0.19379487]
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[ 0.21908761]
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[ 0.30628769]
[-0.38227425]
[-0.99506001]
[ 1.56465921]
[-0.8125712]
[ 0.71392774]
[ 0.12757866]
[-0.17474402]
[-0.03962163]
[-0.19641814]
[-0.51158288]
[-0.56459886]
[-0.09759028]
[-0.88325762]
[ 0.27133783]
[ 0.01114789]
[-0.75782437]
[-0.4569171]
[-0.15275686]
[-0.371054]
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[ 1.74159717]
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[ 0.86461513]
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[ 1.71554373]
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[ 0.50432445]
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[ 0.37463078]
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[ 0.28516974]
[ 0.64582761]
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[-0.33017954]
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[ 1.0176954]
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[ 1.03600266]
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[ 2.33425679]
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[-0.5156109]
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[ 0.16558539]
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[ 2.25287678]
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[ 3.52709494]
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[ 0.1332882]
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[ 1.25833608]
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[ 0.30765177]
[ 0.26667472]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.16626952 -0.06955     0.02244357 ..., -0.0394871  -0.19254015
   0.07041151]
 [ 0.07000867 -0.06830216  0.03130605 ...,  0.3147621   0.07770701
   0.1285932 ]
 [ 0.12793001  0.20727007  0.21307255 ...,  0.03928144 -0.45402729
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 ..., 
 [-0.03597327  0.29379006 -0.08154871 ..., -0.02510905  0.11003827
   0.15595046]
 [-0.18871681 -0.03756999  0.06028814 ...,  0.09604126 -0.05562223
   0.12501303]
 [-0.10562492 -0.04221584 -0.18748889 ...,  0.20839694 -0.16269286
   0.03567331]]
final_inputs_run [[-0.83418681]
 [-0.81259527]
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 ..., 
 [-0.54742075]
 [-0.5389449 ]
 [-0.3599577 ]]
final_outputs_run [[-0.83418681]
 [-0.81259527]
 [-0.81929808]
 ..., 
 [-0.54742075]
 [-0.5389449 ]
 [-0.3599577 ]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.16626952 -0.06955     0.02244357 ..., -0.0394871  -0.19254015
   0.07041151]
 [ 0.07000867 -0.06830216  0.03130605 ...,  0.3147621   0.07770701
   0.1285932 ]
 [ 0.12793001  0.20727007  0.21307255 ...,  0.03928144 -0.45402729
   0.07545274]
 ..., 
 [-0.03597327  0.29379006 -0.08154871 ..., -0.02510905  0.11003827
   0.15595046]
 [-0.18871681 -0.03756999  0.06028814 ...,  0.09604126 -0.05562223
   0.12501303]
 [-0.10562492 -0.04221584 -0.18748889 ...,  0.20839694 -0.16269286
   0.03567331]]
final_inputs_run [[-0.09314384]
 [ 0.16033438]
 [ 0.1021713 ]
 ..., 
 [-0.08304355]
 [-0.37829897]
 [-0.60367797]]
final_outputs_run [[-0.09314384]
 [ 0.16033438]
 [ 0.1021713 ]
 ..., 
 [-0.08304355]
 [-0.37829897]
 [-0.60367797]]
Progress: 16.4% ... Training loss: 0.664 ... Validation loss: 1.190[-0.42798108]
[ 0.33298428]
[-0.134124]
[-0.68467923]
[-0.15670537]
[-1.05870742]
[-0.02183925]
[-0.76589733]
[-0.92393016]
[ 0.87261244]
[ 1.30058866]
[-1.09275401]
[-0.24493139]
[-0.02412381]
[-0.41473694]
[ 0.14637972]
[ 0.09629476]
[-0.58987268]
[ 0.11548562]
[-0.24818916]
[ 3.31167594]
[ 0.51906118]
[ 3.17394594]
[-0.06335805]
[ 0.04462362]
[ 1.29035903]
[-0.28213753]
[ 0.05591383]
[ 0.73758928]
[-0.59851823]
[-0.18048885]
[-1.01439712]
[ 0.35331534]
[-0.03802422]
[ 1.60674833]
[-0.49960903]
[-0.75236263]
[-0.12212211]
[-0.02968542]
[ 1.18590951]
[ 0.41712557]
[-0.26603825]
[-0.74252369]
[ 0.17663561]
[-0.34802679]
[-0.90306392]
[-0.22257784]
[-0.99811616]
[-0.95408554]
[ 0.3808521]
[ 0.19007996]
[ 1.33767325]
[-0.13104668]
[ 0.52789799]
[ 0.5580594]
[-0.82257733]
[-0.8186279]
[-0.44375745]
[-1.09769566]
[-0.69006376]
[-0.58432764]
[-0.66836762]
[ 0.55298139]
[ 0.31736064]
[-0.5887065]
[-0.9420359]
[-0.90605293]
[-0.0035003]
[-0.07180993]
[-0.39419238]
[-1.2143376]
[ 1.35494451]
[ 0.75345409]
[-0.28819092]
[ 0.02049299]
[-0.0018346]
[-0.21909427]
[-0.37595423]
[-0.67456492]
[ 0.78135873]
[-0.27855601]
[ 0.33092744]
[-0.28503919]
[-0.82418727]
[-0.47490741]
[ 0.51580859]
[ 0.01572687]
[-0.22085939]
[-0.26571881]
[-1.41906368]
[ 0.08360022]
[-0.28498681]
[-0.45331113]
[ 0.45567884]
[-1.40084807]
[-0.50546953]
[ 0.65033791]
[ 0.22209779]
[-0.0946863]
[-0.08652058]
[ 0.09503137]
[-0.132837]
[-0.56187266]
[ 0.29398904]
[-0.25380417]
[-0.52126395]
[-0.40507567]
[ 0.03923078]
[-0.44875448]
[ 1.94669126]
[ 0.11208685]
[ 1.52390535]
[ 0.06024195]
[ 0.84894992]
[-0.89583981]
[-0.63355809]
[ 1.90456929]
[-0.75538139]
[-1.13668932]
[ 3.17600969]
[-1.08258774]
[-0.88723669]
[ 1.25042359]
[-0.5429]
[-0.47504958]
[-0.35471754]
[-0.60035405]
[-0.53834222]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.16617852 -0.0694832   0.02265544 ..., -0.03954377 -0.19256607
   0.07048835]
 [ 0.07000867 -0.06830216  0.03130605 ...,  0.3147621   0.07770701
   0.1285932 ]
 [ 0.12857484  0.20763487  0.21425258 ...,  0.03895947 -0.45533837
   0.07586387]
 ..., 
 [-0.03616345  0.29369072 -0.0818994  ..., -0.02501918  0.11047336
   0.15583308]
 [-0.18894254 -0.03769787  0.05981444 ...,  0.09615391 -0.05508831
   0.12486464]
 [-0.10570992 -0.04226114 -0.18765584 ...,  0.20844397 -0.16245736
   0.03562124]]
final_inputs_run [[-0.86905365]
 [-0.84710021]
 [-0.85572826]
 ..., 
 [-0.57961863]
 [-0.57030088]
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final_outputs_run [[-0.86905365]
 [-0.84710021]
 [-0.85572826]
 ..., 
 [-0.57961863]
 [-0.57030088]
 [-0.39077592]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.16617852 -0.0694832   0.02265544 ..., -0.03954377 -0.19256607
   0.07048835]
 [ 0.07000867 -0.06830216  0.03130605 ...,  0.3147621   0.07770701
   0.1285932 ]
 [ 0.12857484  0.20763487  0.21425258 ...,  0.03895947 -0.45533837
   0.07586387]
 ..., 
 [-0.03616345  0.29369072 -0.0818994  ..., -0.02501918  0.11047336
   0.15583308]
 [-0.18894254 -0.03769787  0.05981444 ...,  0.09615391 -0.05508831
   0.12486464]
 [-0.10570992 -0.04226114 -0.18765584 ...,  0.20844397 -0.16245736
   0.03562124]]
final_inputs_run [[-0.12325126]
 [ 0.1353225 ]
 [ 0.07932611]
 ..., 
 [-0.10914345]
 [-0.40693461]
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final_outputs_run [[-0.12325126]
 [ 0.1353225 ]
 [ 0.07932611]
 ..., 
 [-0.10914345]
 [-0.40693461]
 [-0.63427083]]
Progress: 16.6% ... Training loss: 0.664 ... Validation loss: 1.213[-0.61599156]
[-0.73092003]
[ 0.94014456]
[ 0.67594509]
[-0.36040163]
[ 0.77831948]
[ 0.87578879]
[ 1.04270952]
[-0.61436209]
[-0.05539757]
[-0.43242846]
[ 0.468362]
[-0.34891659]
[-0.91585747]
[ 0.56915164]
[-1.11018284]
[-0.67226933]
[-0.92196849]
[ 1.40565133]
[ 0.53038127]
[ 0.15591095]
[-0.31893103]
[-0.75954726]
[ 0.14511875]
[ 1.25986067]
[ 0.11418382]
[ 1.09557102]
[ 1.47735089]
[ 2.19988764]
[-0.12063905]
[ 0.15845646]
[-0.43729802]
[-0.4747462]
[-0.26588422]
[-0.636284]
[ 0.03785589]
[-0.47796263]
[ 1.51783002]
[-0.60367158]
[ 1.18998701]
[-0.14506993]
[-0.09721011]
[-0.48093042]
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[ 1.89496539]
[ 1.37263306]
[ 0.56347327]
[-0.81161571]
[ 0.01394865]
[-0.25891488]
[-0.06481427]
[-0.44135906]
[-0.49581169]
[-0.80679536]
[-0.32677399]
[ 1.41217428]
[ 0.10081276]
[-0.35872255]
[ 0.63510235]
[ 0.91704776]
[-0.61660222]
[-0.884421]
[-0.43268643]
[ 1.10523401]
[ 0.27659985]
[-0.67189053]
[-0.26385794]
[ 0.29773171]
[ 0.11239479]
[-0.64804867]
[ 2.39478483]
[ 1.70250189]
[-0.22640729]
[ 0.57527794]
[-0.32553122]
[-0.05714611]
[-0.22974409]
[ 0.02240381]
[ 0.77817789]
[ 0.55979563]
[-0.24874859]
[-0.48144142]
[-0.52522973]
[ 0.1972825]
[ 2.55377151]
[ 0.12928309]
[-0.36087549]
[-0.51137263]
[-0.5718088]
[ 0.16142714]
[-0.16480999]
[ 0.72277328]
[-0.58680855]
[-0.4735494]
[-0.86242602]
[ 0.01009788]
[ 1.23877083]
[-0.45771047]
[-0.58355569]
[-0.64215857]
[ 1.5851184]
[-0.64419958]
[ 1.40187898]
[ 0.05327973]
[ 0.9499256]
[ 0.83835735]
[-0.45676598]
[ 1.46080939]
[ 0.49056507]
[-0.16231647]
[-0.59339422]
[-0.43764267]
[-0.42642925]
[ 0.93246541]
[ 1.39771294]
[ 0.67408792]
[-0.28615308]
[ 1.66770527]
[-0.39578664]
[-0.13246442]
[ 0.01657291]
[-0.7364038]
[ 0.16194]
[ 0.35739724]
[-0.19603499]
[-0.05714611]
[-0.49068347]
[ 0.48305581]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.16529041 -0.06899011  0.0243812  ..., -0.04000921 -0.19440485
   0.07105956]
 [ 0.07000518 -0.0683044   0.03129639 ...,  0.31476283  0.07772224
   0.12858943]
 [ 0.12958023  0.20818485  0.21633912 ...,  0.03843599 -0.45732176
   0.07650054]
 ..., 
 [-0.03602477  0.29377035 -0.08164434 ..., -0.02510041  0.11020649
   0.15592943]
 [-0.18868858 -0.03755281  0.06030609 ...,  0.09602167 -0.05566751
   0.1250243 ]
 [-0.10554911 -0.04217265 -0.18732249 ...,  0.20836089 -0.16267234
   0.03572044]]
final_inputs_run [[-0.81142591]
 [-0.79101978]
 [-0.79512868]
 ..., 
 [-0.51796819]
 [-0.50921822]
 [-0.3264182 ]]
final_outputs_run [[-0.81142591]
 [-0.79101978]
 [-0.79512868]
 ..., 
 [-0.51796819]
 [-0.50921822]
 [-0.3264182 ]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.16529041 -0.06899011  0.0243812  ..., -0.04000921 -0.19440485
   0.07105956]
 [ 0.07000518 -0.0683044   0.03129639 ...,  0.31476283  0.07772224
   0.12858943]
 [ 0.12958023  0.20818485  0.21633912 ...,  0.03843599 -0.45732176
   0.07650054]
 ..., 
 [-0.03602477  0.29377035 -0.08164434 ..., -0.02510041  0.11020649
   0.15592943]
 [-0.18868858 -0.03755281  0.06030609 ...,  0.09602167 -0.05566751
   0.1250243 ]
 [-0.10554911 -0.04217265 -0.18732249 ...,  0.20836089 -0.16267234
   0.03572044]]
final_inputs_run [[-0.05152892]
 [ 0.20857512]
 [ 0.15075205]
 ..., 
 [-0.04017242]
 [-0.34156361]
 [-0.57218622]]
final_outputs_run [[-0.05152892]
 [ 0.20857512]
 [ 0.15075205]
 ..., 
 [-0.04017242]
 [-0.34156361]
 [-0.57218622]]
Progress: 16.8% ... Training loss: 0.662 ... Validation loss: 1.155[-0.44850989]
[ 0.66146239]
[ 2.41800487]
[-0.27338459]
[-1.20292099]
[-0.05189741]
[-0.74241847]
[-0.46281478]
[-0.16614319]
[-0.28418642]
[-1.1732785]
[ 0.05954601]
[ 0.7523318]
[-0.58961437]
[-0.26938024]
[-0.10964369]
[ 1.43264347]
[-0.46930782]
[-0.94390194]
[ 0.04919116]
[-1.06074206]
[-0.25724908]
[-0.53275813]
[-0.03878102]
[ 0.76280036]
[ 0.67749099]
[ 0.1309368]
[-0.29020843]
[ 0.71314695]
[-0.48558052]
[-0.98841094]
[-0.07225526]
[-0.40882478]
[-0.13592941]
[-0.62949679]
[-0.13918989]
[-0.37447814]
[-1.19456537]
[ 1.22926371]
[-0.63382014]
[-0.70541051]
[ 2.72734665]
[-0.64838562]
[-0.72475381]
[ 0.41597888]
[ 0.72841367]
[-0.53860834]
[ 0.47140396]
[ 1.8578042]
[ 0.1451314]
[-0.50090454]
[-0.52763648]
[ 0.059451]
[ 1.9261648]
[-0.53095294]
[-0.19794686]
[-0.26556717]
[-0.08044825]
[ 0.90543598]
[ 0.06076134]
[-0.42120665]
[ 0.36771054]
[ 0.45507268]
[-0.73850088]
[ 0.41960854]
[ 0.20168482]
[-0.2898473]
[-0.14220537]
[ 1.1908372]
[ 0.31475139]
[ 0.45507268]
[-0.10006789]
[-0.41118209]
[-0.60271531]
[-0.09205435]
[-0.8892067]
[-0.28607406]
[-0.63644589]
[-0.2970877]
[-0.2466244]
[ 0.72381212]
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[ 1.08833821]
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[ 0.01752673]
[ 0.14798561]
[-0.3924011]
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[ 1.27484717]
[ 1.15311307]
[ 0.68485032]
[ 0.59538702]
[-0.19758279]
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[-0.20159572]
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[-1.2928165]
[-1.1303947]
[-0.62200201]
[-0.68892962]
[-0.16489243]
[ 0.75606326]
[ 0.45459311]
[-0.65045503]
[-0.59480733]
[ 0.47330146]
[-0.09866483]
[ 0.48181836]
[-0.50963465]
[-0.00529844]
[-0.10477848]
[-0.04790333]
[-0.54025252]
[ 0.21968956]
[-0.12455865]
[ 0.2367227]
[-0.8925199]
[ 0.04293784]
[ 0.81730569]
[-0.70046942]
[-1.17165207]
[-0.45360441]
[ 1.16659375]
[-0.17371655]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.16489357 -0.06872791  0.02514281 ..., -0.04020977 -0.19539456
   0.07132441]
 [ 0.06997437 -0.06831902  0.03124076 ...,  0.31477844  0.07778269
   0.12857149]
 [ 0.12980766  0.20833192  0.21680753 ...,  0.038304   -0.45797049
   0.07668309]
 ..., 
 [-0.03625923  0.29364386 -0.08214129 ..., -0.02499252  0.11069114
   0.15577753]
 [-0.18845661 -0.037403    0.06078954 ...,  0.09590064 -0.05625297
   0.12518551]
 [-0.10548884 -0.04213972 -0.18720663 ...,  0.20833273 -0.16278054
   0.03575647]]
final_inputs_run [[-0.8370511 ]
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 [-0.82173397]
 ..., 
 [-0.53896235]
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final_outputs_run [[-0.8370511 ]
 [-0.81649799]
 [-0.82173397]
 ..., 
 [-0.53896235]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.16489357 -0.06872791  0.02514281 ..., -0.04020977 -0.19539456
   0.07132441]
 [ 0.06997437 -0.06831902  0.03124076 ...,  0.31477844  0.07778269
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 [ 0.12980766  0.20833192  0.21680753 ...,  0.038304   -0.45797049
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 ..., 
 [-0.03625923  0.29364386 -0.08214129 ..., -0.02499252  0.11069114
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 [-0.18845661 -0.037403    0.06078954 ...,  0.09590064 -0.05625297
   0.12518551]
 [-0.10548884 -0.04213972 -0.18720663 ...,  0.20833273 -0.16278054
   0.03575647]]
final_inputs_run [[-0.07277616]
 [ 0.18649546]
 [ 0.12857925]
 ..., 
 [-0.06030038]
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final_outputs_run [[-0.07277616]
 [ 0.18649546]
 [ 0.12857925]
 ..., 
 [-0.06030038]
 [-0.36157367]
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Progress: 17.0% ... Training loss: 0.660 ... Validation loss: 1.171[ 0.25164976]
[-0.07863696]
[-0.84248287]
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[ 1.93648733]
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[ 0.70523163]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.16502527 -0.06881812  0.0248337  ..., -0.04014066 -0.19488108
   0.07122776]
 [ 0.06990252 -0.06836131  0.0310921  ...,  0.31481186  0.07795269
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 [ 0.13017806  0.2085442   0.21759676 ...,  0.03811125 -0.4588366
   0.07693746]
 ..., 
 [-0.03624225  0.29365125 -0.08209968 ..., -0.02500371  0.11068382
   0.15579226]
 [-0.18850259 -0.03742846  0.06070617 ...,  0.09592519 -0.05616501
   0.12515316]
 [-0.1052511  -0.04200416 -0.18674572 ...,  0.20822213 -0.16328261
   0.03591268]]
final_inputs_run [[-0.85867293]
 [-0.83768475]
 [-0.84389004]
 ..., 
 [-0.56111894]
 [-0.55028959]
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final_outputs_run [[-0.85867293]
 [-0.83768475]
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 ..., 
 [-0.56111894]
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 [-0.36881102]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
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15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
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15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
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15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
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16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
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16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
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16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
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16860          0  
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16864          0  
16865          0  
16866          0  
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16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.16502527 -0.06881812  0.0248337  ..., -0.04014066 -0.19488108
   0.07122776]
 [ 0.06990252 -0.06836131  0.0310921  ...,  0.31481186  0.07795269
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 ..., 
 [-0.03624225  0.29365125 -0.08209968 ..., -0.02500371  0.11068382
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 [-0.18850259 -0.03742846  0.06070617 ...,  0.09592519 -0.05616501
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 [-0.1052511  -0.04200416 -0.18674572 ...,  0.20822213 -0.16328261
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final_inputs_run [[-0.09338751]
 [ 0.16747872]
 [ 0.11038334]
 ..., 
 [-0.07919704]
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final_outputs_run [[-0.09338751]
 [ 0.16747872]
 [ 0.11038334]
 ..., 
 [-0.07919704]
 [-0.38209868]
 [-0.611952  ]]
Progress: 17.2% ... Training loss: 0.660 ... Validation loss: 1.186[ 0.87281925]
[ 0.64786251]
[ 0.06431035]
[-0.54293156]
[ 0.51818205]
[-0.81976242]
[ 0.50920185]
[-0.31267417]
[-0.1770071]
[ 0.78707843]
[-0.40766592]
[ 2.4173306]
[ 0.48573069]
[ 0.06380768]
[ 0.20724004]
[ 0.06036761]
[-0.23608918]
[-0.2734069]
[-0.42846002]
[-0.98505265]
[-0.5061044]
[ 0.90185027]
[-0.11446167]
[ 1.18440291]
[-0.01389426]
[-0.60456937]
[-0.56284672]
[-0.24570204]
[-0.3222279]
[ 0.77120844]
[ 0.54557312]
[-0.57353215]
[-0.53101115]
[-0.32100308]
[-0.05690611]
[-0.14046859]
[ 0.06852395]
[ 0.70331474]
[ 1.03390703]
[-0.46861572]
[ 0.30345056]
[-0.50672896]
[ 0.08154852]
[-0.66307252]
[-0.75229296]
[-0.37879938]
[ 0.23758388]
[-0.57801331]
[-0.25021323]
[-0.3093496]
[-0.38223616]
[-0.62092163]
[ 0.16234187]
[ 0.33708631]
[ 0.8947595]
[-0.70046253]
[ 0.88181169]
[-0.34386224]
[ 0.50821532]
[ 1.76328993]
[-0.47604994]
[-0.76849768]
[-0.10263725]
[-0.46303224]
[ 1.30062512]
[ 0.81825153]
[-0.01584434]
[-0.64552817]
[-0.12175311]
[-0.42577155]
[-0.36588677]
[ 0.88531434]
[-0.40378085]
[ 0.24654099]
[-0.34501227]
[ 0.1236783]
[-0.41765272]
[-1.01226481]
[ 0.82922232]
[-1.09113454]
[-0.65270894]
[-0.72768989]
[-0.3438017]
[ 0.03344594]
[ 0.32574157]
[ 0.3946454]
[-0.47063505]
[-0.34414441]
[ 0.03028075]
[ 1.98500634]
[ 2.11891234]
[-0.02396882]
[-0.26038337]
[-0.57458747]
[ 1.68691987]
[-0.76077971]
[-0.21451349]
[ 2.07611685]
[ 0.36981089]
[-0.8021225]
[-0.78399177]
[-0.17837082]
[ 1.866046]
[ 0.16650698]
[ 0.05682606]
[ 0.99012299]
[ 0.78129799]
[-0.34764751]
[ 0.04877033]
[-1.03284542]
[-0.40316278]
[ 0.30826999]
[-0.10597258]
[-0.18143492]
[ 1.0001893]
[ 1.82463082]
[ 1.58669488]
[ 0.8940273]
[ 0.30569633]
[ 0.25105904]
[-0.06006839]
[-0.89261775]
[-0.69182996]
[ 0.98156344]
[-0.79047252]
[-0.40069013]
[-0.02099535]
[-0.22078204]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.16416349 -0.06831479  0.02656107 ..., -0.04058091 -0.19664418
   0.07180876]
 [ 0.06993333 -0.0683442   0.03115401 ...,  0.31479861  0.07788783
   0.12854173]
 [ 0.13119056  0.2091265   0.21964801 ...,  0.03760334 -0.46083062
   0.07761762]
 ..., 
 [-0.0359941   0.29379255 -0.08161443 ..., -0.02512601  0.11011505
   0.15594336]
 [-0.18843052 -0.03738888  0.06081458 ...,  0.09588974 -0.05620414
   0.12519833]
 [-0.10508684 -0.04191395 -0.18644705 ...,  0.20814292 -0.16349399
   0.03601981]]
final_inputs_run [[-0.8308258 ]
 [-0.8108544 ]
 [-0.81496001]
 ..., 
 [-0.53200225]
 [-0.52140354]
 [-0.33620231]]
final_outputs_run [[-0.8308258 ]
 [-0.8108544 ]
 [-0.81496001]
 ..., 
 [-0.53200225]
 [-0.52140354]
 [-0.33620231]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.16416349 -0.06831479  0.02656107 ..., -0.04058091 -0.19664418
   0.07180876]
 [ 0.06993333 -0.0683442   0.03115401 ...,  0.31479861  0.07788783
   0.12854173]
 [ 0.13119056  0.2091265   0.21964801 ...,  0.03760334 -0.46083062
   0.07761762]
 ..., 
 [-0.0359941   0.29379255 -0.08161443 ..., -0.02512601  0.11011505
   0.15594336]
 [-0.18843052 -0.03738888  0.06081458 ...,  0.09588974 -0.05620414
   0.12519833]
 [-0.10508684 -0.04191395 -0.18644705 ...,  0.20814292 -0.16349399
   0.03601981]]
final_inputs_run [[-0.05879501]
 [ 0.20484982]
 [ 0.1472881 ]
 ..., 
 [-0.04483474]
 [-0.35144489]
 [-0.58344162]]
final_outputs_run [[-0.05879501]
 [ 0.20484982]
 [ 0.1472881 ]
 ..., 
 [-0.04483474]
 [-0.35144489]
 [-0.58344162]]
Progress: 17.4% ... Training loss: 0.658 ... Validation loss: 1.156[ 0.72632455]
[-0.19793044]
[-0.23481046]
[-0.61371905]
[ 1.20278585]
[ 1.50197122]
[-0.91262125]
[-0.1018884]
[-0.24084893]
[-0.30181082]
[ 0.19436544]
[-0.05715677]
[ 3.29585822]
[-0.22830144]
[ 0.75999193]
[ 0.02666553]
[ 0.29750712]
[ 0.60120879]
[-0.00421164]
[ 0.61939578]
[-0.38469108]
[ 0.43217695]
[ 0.13930943]
[-0.6054548]
[ 0.88768987]
[-0.49370928]
[-0.62365999]
[ 1.91740926]
[-0.34988661]
[ 1.01934939]
[ 0.2555679]
[ 0.50129315]
[-1.024501]
[ 0.71650267]
[-1.4088233]
[ 0.4925341]
[ 0.05440424]
[-0.85722925]
[-0.02509395]
[-0.44961859]
[-0.50646271]
[-0.05440323]
[-1.17357619]
[ 1.02432665]
[ 0.70986989]
[-1.33662548]
[ 0.01820747]
[-0.06705127]
[-0.05461486]
[-0.36229877]
[ 0.75567731]
[-1.33451676]
[-0.7609452]
[ 0.17121963]
[-0.85213982]
[ 0.82055226]
[ 2.15329282]
[ 0.135407]
[ 1.08704177]
[ 1.084908]
[-0.45283227]
[-0.82666715]
[-0.29131189]
[ 0.60816591]
[-0.18689018]
[-1.24550678]
[-0.42370287]
[-0.16382875]
[-0.71105722]
[-0.11151205]
[ 0.47077513]
[-1.17785348]
[-0.46735952]
[-0.26003033]
[ 0.08511083]
[-0.3995041]
[-0.27668073]
[-0.13779103]
[ 0.18623106]
[ 0.2162024]
[ 1.69382289]
[ 1.34559046]
[-0.04509665]
[-0.20331148]
[-0.01144221]
[-0.72708448]
[-0.54278817]
[-0.76699959]
[ 0.49067673]
[ 0.6537574]
[-0.37204693]
[ 0.41165722]
[-0.02998659]
[-0.10760633]
[-0.07949576]
[-0.79505296]
[ 0.33918102]
[-0.1231055]
[-0.90343228]
[ 0.75727987]
[-0.16926577]
[ 1.00767895]
[-0.40818354]
[ 0.3946985]
[-1.1096538]
[ 3.12275917]
[ 0.92723446]
[ 0.08943523]
[-0.21010583]
[-0.72050707]
[-1.15792243]
[-0.29611317]
[-0.41864043]
[-0.18815861]
[-0.2217543]
[ 0.01528532]
[ 0.30900839]
[-0.78591571]
[ 1.09497013]
[-0.42208247]
[-0.83174003]
[-0.88610215]
[-0.3210886]
[-1.13993494]
[-0.29855117]
[-0.53175347]
[-0.37136502]
[ 0.89587751]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
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17             1  
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24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
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15410          0  
15411          0  
15412          0  
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[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.16377076 -0.06805639  0.02745892 ..., -0.04079753 -0.19756869
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 [ 0.06989538 -0.06836955  0.03105236 ...,  0.31482142  0.07799242
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 [-0.18855811 -0.0374699   0.06054731 ...,  0.09594963 -0.05591718
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 [-0.10521603 -0.04198555 -0.18672103 ...,  0.20820561 -0.16318779
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final_inputs_run [[-0.83039079]
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 ..., 
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final_outputs_run [[-0.83039079]
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 ..., 
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
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16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
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16855   1        0 -0.607548  1.621165  -0.699669         0         0   
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16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
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...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
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16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
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16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
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16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
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...          ...        ...        ...        ...        ...        ...   
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       weekday_6  
15435          0  
15436          0  
15437          0  
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...          ...  
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16864          0  
16865          0  
16866          0  
16867          0  
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16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
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[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.16377076 -0.06805639  0.02745892 ..., -0.04079753 -0.19756869
   0.0720978 ]
 [ 0.06989538 -0.06836955  0.03105236 ...,  0.31482142  0.07799242
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 [ 0.1309989   0.20900653  0.21914205 ...,  0.03769787 -0.46028964
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 ..., 
 [-0.03585968  0.29389485 -0.08128747 ..., -0.02520704  0.10975488
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 [-0.18855811 -0.0374699   0.06054731 ...,  0.09594963 -0.05591718
   0.1251088 ]
 [-0.10521603 -0.04198555 -0.18672103 ...,  0.20820561 -0.16318779
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final_inputs_run [[-0.05501654]
 [ 0.20747789]
 [ 0.14938211]
 ..., 
 [-0.0402611 ]
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final_outputs_run [[-0.05501654]
 [ 0.20747789]
 [ 0.14938211]
 ..., 
 [-0.0402611 ]
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Progress: 17.6% ... Training loss: 0.658 ... Validation loss: 1.154[-0.29368666]
[-0.36925256]
[ 0.43261489]
[-0.40799998]
[ 0.52661957]
[-0.11662463]
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[ 0.55381668]
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[ 0.03891658]
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[ 0.09809947]
[ 1.19199907]
[-0.84409389]
[-0.25318226]
[-0.98440948]
[-0.27951762]
[ 2.29670939]
[-0.53314077]
[ 0.74126332]
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[ 1.65701231]
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[ 0.49864543]
[ 0.70890925]
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[ 1.47586023]
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[ 1.98642441]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.16316381 -0.06771528  0.02858175 ..., -0.04108352 -0.19879396
   0.07249848]
 [ 0.06986715 -0.06838867  0.03098294 ...,  0.3148368   0.07807143
   0.12848467]
 [ 0.13189906  0.20954738  0.22092566 ...,  0.03725846 -0.46225591  0.07811   ]
 ..., 
 [-0.03575728  0.29395923 -0.08112526 ..., -0.02525452  0.10952516
   0.15610903]
 [-0.18862078 -0.03750942  0.06030884 ...,  0.09598084 -0.0557346
   0.12505897]
 [-0.10541513 -0.04210029 -0.18713723 ...,  0.20830259 -0.16270766
   0.03579659]]
final_inputs_run [[-0.82216817]
 [-0.80333512]
 [-0.80625222]
 ..., 
 [-0.51704687]
 [-0.5060285 ]
 [-0.31936234]]
final_outputs_run [[-0.82216817]
 [-0.80333512]
 [-0.80625222]
 ..., 
 [-0.51704687]
 [-0.5060285 ]
 [-0.31936234]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.16316381 -0.06771528  0.02858175 ..., -0.04108352 -0.19879396
   0.07249848]
 [ 0.06986715 -0.06838867  0.03098294 ...,  0.3148368   0.07807143
   0.12848467]
 [ 0.13189906  0.20954738  0.22092566 ...,  0.03725846 -0.46225591  0.07811   ]
 ..., 
 [-0.03575728  0.29395923 -0.08112526 ..., -0.02525452  0.10952516
   0.15610903]
 [-0.18862078 -0.03750942  0.06030884 ...,  0.09598084 -0.0557346
   0.12505897]
 [-0.10541513 -0.04210029 -0.18713723 ...,  0.20830259 -0.16270766
   0.03579659]]
final_inputs_run [[-0.03788702]
 [ 0.22558682]
 [ 0.16706161]
 ..., 
 [-0.02529226]
 [-0.33448147]
 [-0.56741793]]
final_outputs_run [[-0.03788702]
 [ 0.22558682]
 [ 0.16706161]
 ..., 
 [-0.02529226]
 [-0.33448147]
 [-0.56741793]]
Progress: 17.8% ... Training loss: 0.657 ... Validation loss: 1.141[-0.69131287]
[-1.42110114]
[ 0.06612456]
[-1.0611166]
[ 1.80795223]
[-0.85175596]
[-0.8231327]
[-0.49203959]
[-0.57410644]
[-1.22899006]
[ 0.37902915]
[-0.73321377]
[ 0.06940109]
[-0.91563383]
[ 2.05768119]
[-0.47304037]
[ 0.63316212]
[ 0.51730389]
[-0.91285733]
[-0.67813821]
[-0.49788135]
[-0.519314]
[ 0.15700498]
[-0.53056045]
[ 0.55830066]
[-0.3542987]
[-1.33407328]
[ 0.00497394]
[ 0.78080889]
[-0.5498762]
[ 0.41564308]
[-0.38673552]
[-0.63509005]
[-0.94616875]
[-0.78800956]
[-0.38725317]
[-0.88545143]
[ 0.9364606]
[-0.00453796]
[-0.54384503]
[-0.29266509]
[-0.9776551]
[-0.42570703]
[-0.80018302]
[ 0.1730387]
[-1.36720582]
[-0.47453334]
[ 0.23173154]
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[-0.26864452]
[ 0.49014047]
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[ 1.61577679]
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[-0.0564825]
[-0.49994792]
[-0.0120384]
[-0.88844308]
[ 0.03027915]
[-0.82417754]
[-0.50585561]
[-0.43052623]
[ 2.08001565]
[ 1.95345072]
[-0.66382259]
[ 1.10821262]
[-0.36128651]
[ 0.44076395]
[-0.44354464]
[ 0.21441307]
[ 1.01161479]
[-0.1494508]
[-0.03802716]
[ 0.35534751]
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[-0.7021354]
[ 0.82440621]
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[ 1.8030379]
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[ 0.1956023]
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[ 1.99862102]
[-0.3997188]
[ 0.00074842]
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[ 0.68036826]
[ 0.85021189]
[-0.11838046]
[-0.82417754]
[-0.05852779]
[-0.51654557]
[ 0.42623855]
[ 2.96311255]
[ 1.15361732]
[ 0.44272295]
[-0.424367]
[-0.03915318]
[ 0.33630803]
[-0.03596075]
[ 1.1412293]
[ 3.13708217]
[-0.42331307]
[-0.4536946]
[-0.44221345]
[-0.98307576]
[ 0.48979508]
[ 0.56821641]
[-1.0126166]
[-0.88682812]
[ 0.87454302]
[-0.52805105]
[ 0.04564921]
[-0.15639471]
[ 0.63751483]
[-0.76069418]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.16234783 -0.06722268  0.03018386 ..., -0.04147915 -0.20058847
   0.07306705]
 [ 0.06968359 -0.06850674  0.03057891 ...,  0.31492397  0.07852355
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 [ 0.13199329  0.20959444  0.22106292 ...,  0.03722355 -0.46241582
   0.07816753]
 ..., 
 [-0.03564723  0.29403458 -0.08094612 ..., -0.02531057  0.10931999
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 [-0.18884948 -0.03765335  0.05983916 ...,  0.0960905  -0.05520353
   0.12489661]
 [-0.10540003 -0.04209042 -0.18714399 ...,  0.20829445 -0.1627781
   0.03581211]]
final_inputs_run [[-0.81057286]
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 ..., 
 [-0.50224518]
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final_outputs_run [[-0.81057286]
 [-0.79200053]
 [-0.79402677]
 ..., 
 [-0.50224518]
 [-0.49148856]
 [-0.3061806 ]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.16234783 -0.06722268  0.03018386 ..., -0.04147915 -0.20058847
   0.07306705]
 [ 0.06968359 -0.06850674  0.03057891 ...,  0.31492397  0.07852355
   0.12834923]
 [ 0.13199329  0.20959444  0.22106292 ...,  0.03722355 -0.46241582
   0.07816753]
 ..., 
 [-0.03564723  0.29403458 -0.08094612 ..., -0.02531057  0.10931999
   0.15618266]
 [-0.18884948 -0.03765335  0.05983916 ...,  0.0960905  -0.05520353
   0.12489661]
 [-0.10540003 -0.04209042 -0.18714399 ...,  0.20829445 -0.1627781
   0.03581211]]
final_inputs_run [[-0.02428191]
 [ 0.23691794]
 [ 0.17678352]
 ..., 
 [-0.01492728]
 [-0.32428906]
 [-0.55464342]]
final_outputs_run [[-0.02428191]
 [ 0.23691794]
 [ 0.17678352]
 ..., 
 [-0.01492728]
 [-0.32428906]
 [-0.55464342]]
Progress: 18.0% ... Training loss: 0.658 ... Validation loss: 1.131[-0.57930567]
[-0.76612895]
[ 0.67776078]
[-0.3685055]
[-0.12013539]
[-0.63620324]
[-0.10375131]
[-0.76975661]
[-0.34175803]
[ 1.33266322]
[-0.2705428]
[-0.83589336]
[-0.44100848]
[ 0.45249534]
[-0.88940471]
[-0.08224536]
[-0.30481272]
[ 0.08281316]
[ 0.15347355]
[ 1.53973324]
[-0.7943614]
[ 0.05938826]
[-0.1403801]
[ 2.29157868]
[ 0.16645757]
[-0.32488499]
[-0.52756522]
[-0.28094964]
[-0.26922739]
[-0.15746634]
[-0.31378041]
[-0.07018201]
[-0.04032002]
[ 0.02295967]
[ 0.72469474]
[ 1.39612303]
[-0.58335067]
[-0.38711189]
[-0.37271575]
[-0.40155452]
[-0.1201037]
[-0.47060378]
[ 0.0498235]
[-0.13215115]
[ 0.3949425]
[-0.03097113]
[-0.57185824]
[-0.7100969]
[-0.73859618]
[ 0.61971338]
[ 0.71133327]
[ 0.64224665]
[-0.58118135]
[-0.43426479]
[-0.94055997]
[-0.5510286]
[-0.19847229]
[-0.62872125]
[-1.02372975]
[-0.57480867]
[ 0.514089]
[ 0.73876991]
[-0.24364499]
[ 0.94907336]
[-0.35981246]
[ 1.08941223]
[-0.25565499]
[-0.64568714]
[-0.55333219]
[-0.39067306]
[-0.82430818]
[ 2.56805693]
[ 1.15986269]
[ 0.56714858]
[-1.12659598]
[-0.55372469]
[-0.19637654]
[-0.03969875]
[-0.58552608]
[-0.93260912]
[ 0.27020899]
[-0.17852481]
[-0.19594922]
[ 1.36207814]
[-0.0367856]
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[-0.99649848]
[-0.20231344]
[ 0.78034347]
[ 0.6569634]
[ 0.45518785]
[-0.21851843]
[ 0.22949006]
[ 0.58075909]
[ 0.70826597]
[ 0.31090348]
[ 0.37833132]
[-0.01889144]
[ 0.30707054]
[-0.23792471]
[ 0.43488909]
[ 1.71932987]
[-0.07424869]
[-0.76739898]
[ 0.87009891]
[ 2.53210643]
[-0.37088917]
[-0.35705675]
[ 0.43700705]
[-0.79126987]
[ 2.54768338]
[ 0.56370989]
[ 0.78099978]
[-0.2873504]
[ 1.7222118]
[-0.68039512]
[-1.12289947]
[ 0.49584002]
[ 1.61448041]
[-0.0620436]
[ 0.15201766]
[-0.44478342]
[-0.57829821]
[-0.16435703]
[-1.26306276]
[ 0.47659374]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
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15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.16191319 -0.06694016  0.03117997 ..., -0.04169961 -0.20147289
   0.07339552]
 [ 0.06968359 -0.06850674  0.03057891 ...,  0.31492397  0.07852355
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 [ 0.13279219  0.21005481  0.2225671  ...,  0.03684096 -0.46404131
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 ..., 
 [-0.03555089  0.29408531 -0.08078108 ..., -0.02535722  0.1091912
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 [-0.18890748 -0.03768329  0.0597082  ...,  0.09611638 -0.05504741
   0.12485325]
 [-0.10528303 -0.04200673 -0.18684511 ...,  0.20823183 -0.16298438
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final_inputs_run [[-0.8026501 ]
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 ..., 
 [-0.49033794]
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final_outputs_run [[-0.8026501 ]
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 ..., 
 [-0.49033794]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.16191319 -0.06694016  0.03117997 ..., -0.04169961 -0.20147289
   0.07339552]
 [ 0.06968359 -0.06850674  0.03057891 ...,  0.31492397  0.07852355
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 [ 0.13279219  0.21005481  0.2225671  ...,  0.03684096 -0.46404131
   0.07874099]
 ..., 
 [-0.03555089  0.29408531 -0.08078108 ..., -0.02535722  0.1091912
   0.15624561]
 [-0.18890748 -0.03768329  0.0597082  ...,  0.09611638 -0.05504741
   0.12485325]
 [-0.10528303 -0.04200673 -0.18684511 ...,  0.20823183 -0.16298438
   0.03590737]]
final_inputs_run [[-0.0104607 ]
 [ 0.24999508]
 [ 0.18948011]
 ..., 
 [-0.00376507]
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final_outputs_run [[-0.0104607 ]
 [ 0.24999508]
 [ 0.18948011]
 ..., 
 [-0.00376507]
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Progress: 18.2% ... Training loss: 0.658 ... Validation loss: 1.121[ 0.68787263]
[-0.54035506]
[-0.53705995]
[-0.27634087]
[-0.27219302]
[ 0.10654192]
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[ 0.18699183]
[ 1.78786966]
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[-0.5254318]
[ 0.47323124]
[ 2.7216106]
[ 0.08678612]
[-0.02299287]
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[ 1.33743042]
[-0.37477144]
[ 0.55592253]
[-0.96973146]
[-1.31436393]
[-0.53633846]
[-1.39843505]
[ 0.1112747]
[-1.01117954]
[-0.66571383]
[ 0.40547185]
[ 0.62118809]
[-0.05161845]
[-0.41884577]
[-0.12848859]
[ 0.06167508]
[ 0.56493236]
[-0.02737296]
[ 0.98481352]
[-0.9238754]
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[ 2.5278722]
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[ 0.04327552]
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[-0.73608222]
[-0.19786611]
[ 0.42019783]
[ 1.31770432]
[-0.28478221]
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[ 0.51602711]
[ 2.45977138]
[-0.76294121]
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[ 0.74380423]
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[ 0.63479169]
[ 1.51539492]
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[ 2.43966233]
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[ 2.00128271]
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[ 1.09458242]
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[ 0.1818856]
[ 0.15010103]
[ 0.13180792]
[-0.05371896]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.16159871 -0.06676005  0.03177374 ..., -0.04184308 -0.20199964
   0.07361299]
 [ 0.0696073  -0.0685517   0.03040956 ...,  0.31496075  0.07872179
   0.12829188]
 [ 0.13278761  0.21003207  0.22264775 ...,  0.03683094 -0.46381133
   0.07875114]
 ..., 
 [-0.03532791  0.29421031 -0.08035981 ..., -0.0254587   0.10874782
   0.15640151]
 [-0.18910353 -0.03779524  0.05932585 ...,  0.09620376 -0.05460235
   0.12472621]
 [-0.10556009 -0.04216759 -0.18735917 ...,  0.20835633 -0.16232622
   0.03571181]]
final_inputs_run [[-0.85143075]
 [-0.83261916]
 [-0.83629198]
 ..., 
 [-0.53380782]
 [-0.52278672]
 [-0.33639878]]
final_outputs_run [[-0.85143075]
 [-0.83261916]
 [-0.83629198]
 ..., 
 [-0.53380782]
 [-0.52278672]
 [-0.33639878]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
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16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.16159871 -0.06676005  0.03177374 ..., -0.04184308 -0.20199964
   0.07361299]
 [ 0.0696073  -0.0685517   0.03040956 ...,  0.31496075  0.07872179
   0.12829188]
 [ 0.13278761  0.21003207  0.22264775 ...,  0.03683094 -0.46381133
   0.07875114]
 ..., 
 [-0.03532791  0.29421031 -0.08035981 ..., -0.0254587   0.10874782
   0.15640151]
 [-0.18910353 -0.03779524  0.05932585 ...,  0.09620376 -0.05460235
   0.12472621]
 [-0.10556009 -0.04216759 -0.18735917 ...,  0.20835633 -0.16232622
   0.03571181]]
final_inputs_run [[-0.0535649 ]
 [ 0.21032397]
 [ 0.15171131]
 ..., 
 [-0.04459981]
 [-0.3563904 ]
 [-0.5875747 ]]
final_outputs_run [[-0.0535649 ]
 [ 0.21032397]
 [ 0.15171131]
 ..., 
 [-0.04459981]
 [-0.3563904 ]
 [-0.5875747 ]]
Progress: 18.4% ... Training loss: 0.654 ... Validation loss: 1.151[-0.60652265]
[-1.12095363]
[-0.61928112]
[ 0.21374695]
[-0.27047364]
[-0.68460741]
[ 0.99882224]
[-0.88711711]
[ 1.4002907]
[ 1.18010379]
[ 0.33336711]
[-0.66278611]
[-0.30094876]
[-0.37345853]
[-0.20088707]
[ 0.35408032]
[-0.60103891]
[ 1.30117075]
[-0.36555694]
[ 0.77311722]
[ 0.57630516]
[-0.18940556]
[-0.31712692]
[-0.66315196]
[-0.14794941]
[ 0.16390377]
[-0.05791212]
[-0.31405857]
[-0.82570969]
[-0.26109528]
[-0.62083287]
[ 0.55757734]
[-0.67496099]
[-0.10157772]
[-0.25327473]
[ 0.13572964]
[-0.38465357]
[ 0.30665268]
[-0.48483562]
[-0.8855896]
[ 0.90058077]
[-0.74244045]
[ 0.38950376]
[-0.54732783]
[-0.35338234]
[-0.04940228]
[-0.84964313]
[-0.5465612]
[-0.69352914]
[ 0.62868458]
[-0.63809012]
[ 0.62744243]
[ 0.85788146]
[ 0.46331369]
[ 1.80575303]
[ 1.49804134]
[-0.19805506]
[-0.70997432]
[-1.07448177]
[-0.23708267]
[ 0.3732413]
[-0.18509393]
[ 0.0835088]
[-0.40118588]
[-0.23868585]
[ 1.37827632]
[-0.17213096]
[-0.40015223]
[-0.74942207]
[ 0.90854217]
[-1.06010951]
[-0.65554507]
[ 0.65145146]
[-0.38799631]
[-1.29881814]
[-0.29167264]
[ 0.16390101]
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[ 0.25567331]
[-0.68938552]
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[ 0.32736311]
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[ 0.1549786]
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[-0.93510764]
[-0.61640695]
[-0.46944415]
[-1.03093038]
[-0.45559839]
[-0.20743529]
[ 1.4002907]
[-0.4281324]
[-0.46160779]
[ 0.28706791]
[ 0.11116182]
[-0.75550041]
[-0.65165794]
[-1.16915915]
[-0.45692392]
[ 1.4698394]
[-0.81469905]
[ 1.67957422]
[ 0.21606215]
[ 0.57026866]
[-0.14473128]
[-0.90635374]
[-0.74678703]
[-1.07502304]
[-0.26417402]
[-0.36115337]
[-0.45980346]
[-0.53892759]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.1622845  -0.06717072  0.03032211 ..., -0.04149848 -0.20035998
   0.07309264]
 [ 0.06963681 -0.06853566  0.0304591  ...,  0.31494548  0.07868332
   0.12831088]
 [ 0.1323497   0.20978903  0.22183324 ...,  0.03704604 -0.46312783
   0.0784303 ]
 ..., 
 [-0.03558294  0.29406161 -0.08089594 ..., -0.02533274  0.10934305
   0.15621339]
 [-0.18903744 -0.03775664  0.05945033 ...,  0.09617579 -0.05473299
   0.12476441]
 [-0.10571504 -0.04226034 -0.18768623 ...,  0.20843271 -0.16193575
   0.03559758]]
final_inputs_run [[-0.94906303]
 [-0.92866888]
 [-0.9379423 ]
 ..., 
 [-0.63076393]
 [-0.6174382 ]
 [-0.43435668]]
final_outputs_run [[-0.94906303]
 [-0.92866888]
 [-0.9379423 ]
 ..., 
 [-0.63076393]
 [-0.6174382 ]
 [-0.43435668]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.1622845  -0.06717072  0.03032211 ..., -0.04149848 -0.20035998
   0.07309264]
 [ 0.06963681 -0.06853566  0.0304591  ...,  0.31494548  0.07868332
   0.12831088]
 [ 0.1323497   0.20978903  0.22183324 ...,  0.03704604 -0.46312783
   0.0784303 ]
 ..., 
 [-0.03558294  0.29406161 -0.08089594 ..., -0.02533274  0.10934305
   0.15621339]
 [-0.18903744 -0.03775664  0.05945033 ...,  0.09617579 -0.05473299
   0.12476441]
 [-0.10571504 -0.04226034 -0.18768623 ...,  0.20843271 -0.16193575
   0.03559758]]
final_inputs_run [[-0.15603582]
 [ 0.10838313]
 [ 0.05291437]
 ..., 
 [-0.14428644]
 [-0.45336725]
 [-0.68283754]]
final_outputs_run [[-0.15603582]
 [ 0.10838313]
 [ 0.05291437]
 ..., 
 [-0.14428644]
 [-0.45336725]
 [-0.68283754]]
Progress: 18.6% ... Training loss: 0.661 ... Validation loss: 1.240[-0.86931765]
[ 0.68359433]
[ 1.65490018]
[-0.92987913]
[-0.30268805]
[-0.03077418]
[ 0.31047524]
[-0.80281971]
[ 0.21027207]
[ 1.05620612]
[-0.96590626]
[ 1.37245035]
[-0.11856376]
[-1.27176793]
[-0.02657416]
[ 0.28942315]
[ 0.04103116]
[-0.55453595]
[ 0.1359331]
[-0.5238697]
[-0.55759203]
[-0.45118402]
[ 0.82781842]
[-0.29866828]
[-0.78804195]
[ 1.07233497]
[-0.62123604]
[-0.68194858]
[-0.43478007]
[ 0.06041702]
[-0.01324142]
[-0.42370982]
[ 1.79282642]
[-0.78438227]
[-0.4471532]
[ 0.55046632]
[-0.71590747]
[ 1.58163495]
[-0.39098629]
[-0.76441457]
[-0.27838368]
[ 0.06092853]
[ 1.16659991]
[-0.28045677]
[-0.43484388]
[ 0.02924156]
[-0.32047395]
[ 0.72550524]
[-0.13520755]
[ 0.23679453]
[-0.36404855]
[-0.31347722]
[-0.65720164]
[ 0.59416888]
[ 0.02395937]
[-0.71208554]
[-0.82137186]
[-0.18303168]
[-0.30719567]
[ 1.2092109]
[ 0.17601813]
[ 0.08225865]
[ 0.37300476]
[-0.83236584]
[-0.45334426]
[-0.08857612]
[ 0.47907333]
[-0.38205519]
[-0.37499685]
[ 0.73962429]
[-0.53965514]
[ 2.16991008]
[ 0.42860087]
[-0.73141321]
[ 0.72470115]
[-0.63661393]
[-0.01602386]
[ 0.92334651]
[-0.47070533]
[-0.27259518]
[-0.47448765]
[-0.16115921]
[ 0.0644552]
[ 0.40152027]
[-0.23184375]
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[-0.8544983]
[-0.08485794]
[-0.01293663]
[ 0.10129467]
[-0.01005107]
[-0.36405912]
[ 0.24896845]
[-0.811173]
[-0.84982235]
[-0.78379654]
[-0.1451861]
[ 0.74144782]
[-0.70072638]
[-0.71822608]
[ 0.17732232]
[ 1.58798312]
[-0.73113677]
[ 0.65371694]
[ 0.02750419]
[-0.44120286]
[-0.0883377]
[ 0.2372927]
[-0.46911947]
[-1.22469265]
[-1.10002623]
[-0.25002332]
[ 1.18974293]
[ 0.56658412]
[ 0.67675275]
[ 0.29046364]
[ 0.47377631]
[-0.56593476]
[ 0.02952347]
[-0.44411735]
[-0.97647206]
[ 0.37639593]
[ 0.41916212]
[-0.21960239]
[ 0.41306679]
[ 0.76294712]
[-0.10823614]
[-0.23910603]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.162361   -0.06721676  0.03017372 ..., -0.04145741 -0.20015184
   0.07303698]
 [ 0.06967923 -0.06851227  0.03055144 ...,  0.31492184  0.07857469
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 [ 0.13214944  0.20967964  0.22140463 ...,  0.03716331 -0.46256583
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 ..., 
 [-0.03581652  0.29393193 -0.08138918 ..., -0.02520265  0.10991815
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 [-0.18901515 -0.03774833  0.0594556  ...,  0.09616533 -0.05476729
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 [-0.10559458 -0.04218696 -0.18741693 ...,  0.20836508 -0.16220652
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final_inputs_run [[-0.97566737]
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 ..., 
 [-0.65648927]
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final_outputs_run [[-0.97566737]
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 ..., 
 [-0.65648927]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
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15452          0  
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15454          0  
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15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.162361   -0.06721676  0.03017372 ..., -0.04145741 -0.20015184
   0.07303698]
 [ 0.06967923 -0.06851227  0.03055144 ...,  0.31492184  0.07857469
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 [ 0.13214944  0.20967964  0.22140463 ...,  0.03716331 -0.46256583
   0.07829167]
 ..., 
 [-0.03581652  0.29393193 -0.08138918 ..., -0.02520265  0.10991815
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 [-0.18901515 -0.03774833  0.0594556  ...,  0.09616533 -0.05476729
   0.12477831]
 [-0.10559458 -0.04218696 -0.18741693 ...,  0.20836508 -0.16220652
   0.03567905]]
final_inputs_run [[-0.18238882]
 [ 0.0849234 ]
 [ 0.03117018]
 ..., 
 [-0.16866618]
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final_outputs_run [[-0.18238882]
 [ 0.0849234 ]
 [ 0.03117018]
 ..., 
 [-0.16866618]
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Progress: 18.8% ... Training loss: 0.666 ... Validation loss: 1.263[-0.23032626]
[-0.38338476]
[ 0.46104338]
[-0.25992824]
[ 1.56934274]
[-0.30724344]
[ 1.00197889]
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[ 1.61707362]
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[ 0.76241676]
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[ 0.11745959]
[ 1.77203527]
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[ 2.8519403]
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[-0.01820103]
[ 0.18867265]
[-0.63162224]
[-0.3508403]
[ 0.90858842]
[ 0.4017584]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.16243466 -0.06725201  0.02996748 ..., -0.04141308 -0.19980661
   0.07297099]
 [ 0.06960449 -0.06855605  0.03038409 ...,  0.31496501  0.07877708
   0.12828742]
 [ 0.13221389  0.20971134  0.22146256 ...,  0.03714186 -0.4626769
   0.07830953]
 ..., 
 [-0.03599234  0.29383852 -0.08175443 ..., -0.02510262  0.11031067
   0.15593388]
 [-0.18892773 -0.03769925  0.05965424 ...,  0.09611279 -0.05497421
   0.12483502]
 [-0.10543179 -0.04208992 -0.18708052 ...,  0.20827346 -0.16248127
   0.03578954]]
final_inputs_run [[-0.99578682]
 [-0.97467369]
 [-0.9859742 ]
 ..., 
 [-0.67400149]
 [-0.65979068]
 [-0.47988837]]
final_outputs_run [[-0.99578682]
 [-0.97467369]
 [-0.9859742 ]
 ..., 
 [-0.67400149]
 [-0.65979068]
 [-0.47988837]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
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15460          0          0          0          0          1          0   
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15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
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16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
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15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
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15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
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16857          0  
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16860          0  
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16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.16243466 -0.06725201  0.02996748 ..., -0.04141308 -0.19980661
   0.07297099]
 [ 0.06960449 -0.06855605  0.03038409 ...,  0.31496501  0.07877708
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 [ 0.13221389  0.20971134  0.22146256 ...,  0.03714186 -0.4626769
   0.07830953]
 ..., 
 [-0.03599234  0.29383852 -0.08175443 ..., -0.02510262  0.11031067
   0.15593388]
 [-0.18892773 -0.03769925  0.05965424 ...,  0.09611279 -0.05497421
   0.12483502]
 [-0.10543179 -0.04208992 -0.18708052 ...,  0.20827346 -0.16248127
   0.03578954]]
final_inputs_run [[-0.20163062]
 [ 0.06458617]
 [ 0.01114439]
 ..., 
 [-0.18908307]
 [-0.49920279]
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final_outputs_run [[-0.20163062]
 [ 0.06458617]
 [ 0.01114439]
 ..., 
 [-0.18908307]
 [-0.49920279]
 [-0.7256567 ]]
Progress: 19.0% ... Training loss: 0.670 ... Validation loss: 1.282[ 1.17373538]
[ 0.73853283]
[-0.10464569]
[-0.08926597]
[ 0.10302471]
[ 0.04711555]
[-0.65765718]
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[ 0.26603978]
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[ 1.51455016]
[ 1.89867296]
[ 0.23579024]
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[ 0.8469919]
[ 0.11047181]
[-1.04507971]
[ 0.31955602]
[-0.26637593]
[ 0.51876483]
[ 0.43986379]
[ 0.4063526]
[ 0.0870874]
[-0.32173819]
[-0.1589013]
[-0.14295986]
[-0.06029826]
[-0.23294578]
[-0.55469643]
[ 0.8432017]
[ 0.67958495]
[ 1.10938571]
[-1.04002464]
[-0.05028983]
[-0.43842079]
[-1.0427239]
[-0.15238041]
[-0.48330331]
[ 0.02900405]
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[-1.30695265]
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[ 1.15450566]
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[ 0.25383857]
[-0.72447811]
[ 1.05810801]
[ 0.40731701]
[ 0.11681586]
[ 0.33933059]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.16147599 -0.06671028  0.03194085 ..., -0.04198462 -0.20212783
   0.07363773]
 [ 0.06954507 -0.06859045  0.03025619 ...,  0.31499901  0.07893166
   0.12824636]
 [ 0.13203039  0.20959887  0.22094551 ...,  0.03726973 -0.46197768
   0.07814752]
 ..., 
 [-0.03589582  0.29389369 -0.08160447 ..., -0.02515707  0.11010284
   0.15599224]
 [-0.18875152 -0.03759915  0.06003142 ...,  0.09600367 -0.05538521
   0.12496407]
 [-0.10514903 -0.04192957 -0.18647463 ...,  0.20810718 -0.16316469
   0.03598921]]
final_inputs_run [[-0.90944534]
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 ..., 
 [-0.58620156]
 [-0.57335348]
 [-0.39111159]]
final_outputs_run [[-0.90944534]
 [-0.89039106]
 [-0.89643737]
 ..., 
 [-0.58620156]
 [-0.57335348]
 [-0.39111159]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.16147599 -0.06671028  0.03194085 ..., -0.04198462 -0.20212783
   0.07363773]
 [ 0.06954507 -0.06859045  0.03025619 ...,  0.31499901  0.07893166
   0.12824636]
 [ 0.13203039  0.20959887  0.22094551 ...,  0.03726973 -0.46197768
   0.07814752]
 ..., 
 [-0.03589582  0.29389369 -0.08160447 ..., -0.02515707  0.11010284
   0.15599224]
 [-0.18875152 -0.03759915  0.06003142 ...,  0.09600367 -0.05538521
   0.12496407]
 [-0.10514903 -0.04192957 -0.18647463 ...,  0.20810718 -0.16316469
   0.03598921]]
final_inputs_run [[-0.10888355]
 [ 0.15641357]
 [ 0.09949175]
 ..., 
 [-0.09962329]
 [-0.41181835]
 [-0.63833385]]
final_outputs_run [[-0.10888355]
 [ 0.15641357]
 [ 0.09949175]
 ..., 
 [-0.09962329]
 [-0.41181835]
 [-0.63833385]]
Progress: 19.2% ... Training loss: 0.653 ... Validation loss: 1.192[-0.84373166]
[ 0.40155138]
[-0.68292951]
[ 0.59367166]
[ 0.12694268]
[ 3.18552689]
[-0.71215524]
[-0.55382916]
[-0.20211713]
[ 0.08091475]
[-0.39383584]
[ 0.23246317]
[-0.28913399]
[ 1.19546093]
[-1.16894721]
[-0.75971654]
[-0.44064418]
[ 0.79590908]
[-0.80877826]
[ 0.73171424]
[-0.43588731]
[ 0.05816753]
[-0.77795883]
[-0.98223779]
[ 0.40933608]
[-0.53339549]
[-1.00983835]
[-0.12549354]
[-0.33619057]
[ 0.37535609]
[-0.11446029]
[-0.45802065]
[ 0.28822325]
[ 0.59334479]
[ 0.46461733]
[-0.60932189]
[-0.0227721]
[ 0.26839581]
[-0.01569827]
[-0.51506824]
[ 0.01942489]
[ 1.4649137]
[-0.01653492]
[ 3.21060518]
[ 0.30466081]
[ 0.52226874]
[ 1.78268534]
[ 2.30932501]
[-0.25548787]
[-0.78493571]
[ 1.66334635]
[ 0.48056543]
[-0.27254922]
[ 2.98511175]
[ 0.07889131]
[-0.06235806]
[-0.50201684]
[-0.48654823]
[ 2.32579658]
[-0.49883761]
[ 1.78041818]
[ 0.70995194]
[ 0.03175318]
[-0.49007408]
[-0.80359051]
[ 2.00386146]
[-0.77866682]
[-0.18907425]
[-0.35809213]
[-0.27383047]
[-0.36906238]
[ 0.53714519]
[ 0.3471223]
[ 0.02111991]
[-0.09674069]
[-1.05357211]
[-0.64522054]
[-0.05477438]
[ 0.97314786]
[-0.04820794]
[-0.0097596]
[-0.68898985]
[-0.54211073]
[-0.33785224]
[ 0.27255226]
[-0.42174679]
[ 0.39972965]
[ 0.32871572]
[ 1.34456724]
[-0.25670348]
[-0.01565959]
[ 0.16708127]
[-0.12825116]
[-0.42876608]
[ 2.03158131]
[-0.70749854]
[-0.57162715]
[-0.25145931]
[ 0.22080085]
[-0.48202106]
[-1.04457843]
[ 0.1041877]
[-0.01958887]
[-0.33072919]
[-0.79959905]
[-0.69391147]
[ 0.65575646]
[ 0.67604488]
[ 0.43588409]
[ 3.02990288]
[ 1.49368243]
[ 0.65169696]
[ 0.19609235]
[-1.17626344]
[ 0.77105182]
[-0.31488487]
[ 0.65136308]
[-0.17505218]
[ 1.4409108]
[-0.26042735]
[ 0.39553808]
[ 0.14673429]
[ 1.45916492]
[-0.17412181]
[ 0.23256305]
[ 0.59955501]
[-0.54623955]
[-0.32532679]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.16014194 -0.06593439  0.03464635 ..., -0.04267267 -0.20504517
   0.07455746]
 [ 0.06946985 -0.06863548  0.0300781  ...,  0.31504229  0.07911737
   0.12818514]
 [ 0.13309936  0.21024837  0.22314097 ...,  0.03671075 -0.46454659
   0.0788939 ]
 ..., 
 [-0.0357366   0.29398971 -0.08129887 ..., -0.02524351  0.10972854
   0.15610179]
 [-0.18853319 -0.03747145  0.06048914 ...,  0.09589115 -0.05589237
   0.12511191]
 [-0.10491678 -0.04179161 -0.18601623 ...,  0.20798567 -0.16358788
   0.03615007]]
final_inputs_run [[-0.848676  ]
 [-0.83148781]
 [-0.83270896]
 ..., 
 [-0.51743727]
 [-0.50518356]
 [-0.32070975]]
final_outputs_run [[-0.848676  ]
 [-0.83148781]
 [-0.83270896]
 ..., 
 [-0.51743727]
 [-0.50518356]
 [-0.32070975]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.16014194 -0.06593439  0.03464635 ..., -0.04267267 -0.20504517
   0.07455746]
 [ 0.06946985 -0.06863548  0.0300781  ...,  0.31504229  0.07911737
   0.12818514]
 [ 0.13309936  0.21024837  0.22314097 ...,  0.03671075 -0.46454659
   0.0788939 ]
 ..., 
 [-0.0357366   0.29398971 -0.08129887 ..., -0.02524351  0.10972854
   0.15610179]
 [-0.18853319 -0.03747145  0.06048914 ...,  0.09589115 -0.05589237
   0.12511191]
 [-0.10491678 -0.04179161 -0.18601623 ...,  0.20798567 -0.16358788
   0.03615007]]
final_inputs_run [[-0.03269021]
 [ 0.23640758]
 [ 0.17721651]
 ..., 
 [-0.02434349]
 [-0.34182249]
 [-0.56994201]]
final_outputs_run [[-0.03269021]
 [ 0.23640758]
 [ 0.17721651]
 ..., 
 [-0.02434349]
 [-0.34182249]
 [-0.56994201]]
Progress: 19.4% ... Training loss: 0.650 ... Validation loss: 1.130[-1.057714]
[-1.05131436]
[-0.06946901]
[-0.18840998]
[ 0.41142676]
[-0.45464713]
[-0.97465489]
[ 0.20935641]
[-0.50664291]
[-0.4575392]
[-0.08777816]
[ 0.58617446]
[ 0.27807709]
[-0.69414847]
[-0.33217697]
[ 0.42835102]
[-0.13158556]
[ 1.48143691]
[-0.317313]
[ 1.30422663]
[ 1.46255458]
[ 0.00560657]
[-0.30786708]
[-0.48644975]
[-0.84545447]
[-0.44664578]
[-0.82786649]
[ 2.21703107]
[ 0.05049482]
[ 0.65902891]
[ 3.12008192]
[-0.10495232]
[ 0.34282201]
[ 0.10986692]
[-0.40556982]
[-0.09282423]
[ 0.11102188]
[-0.38650273]
[ 2.13579217]
[ 1.72245026]
[ 0.18968101]
[ 1.27501638]
[-0.55265205]
[-0.26240484]
[ 1.13371324]
[-0.33740276]
[ 0.09892854]
[-0.85443883]
[-0.87034586]
[-0.43586868]
[-0.54035864]
[-0.93420649]
[-0.53564341]
[-1.04464563]
[ 1.77112697]
[-0.53780185]
[-0.13695523]
[ 0.21398215]
[-0.4862463]
[-0.71413803]
[-0.4516886]
[-0.17173575]
[-0.12847269]
[ 0.98812027]
[ 2.07631324]
[-0.80880157]
[-0.55223819]
[-0.88419867]
[ 1.34838909]
[-0.20594193]
[-0.61326911]
[-0.57065511]
[ 0.07851953]
[-0.03786242]
[ 0.00110703]
[-0.71481937]
[ 1.70602221]
[ 1.54633007]
[-0.31658908]
[-0.78902865]
[-1.15597067]
[-0.68234336]
[-1.11821392]
[-0.70338697]
[-0.23864987]
[ 0.65097756]
[ 0.05250033]
[ 0.68780426]
[-1.07208307]
[ 0.17505451]
[ 0.03624495]
[-0.04935798]
[-0.32866601]
[ 0.22242562]
[-0.25243795]
[-0.7276892]
[-0.41470901]
[-0.25617883]
[-0.50561715]
[-0.09730565]
[ 0.99461136]
[-0.28239903]
[-0.35093135]
[-1.01298357]
[-0.01688419]
[-0.67557507]
[-0.60563816]
[-0.20594193]
[-1.343032]
[-0.43990921]
[ 0.52816418]
[-0.50378608]
[-0.81677757]
[-0.00529066]
[-0.12307758]
[-0.28372103]
[-0.34803355]
[-0.27920053]
[-0.50897329]
[ 1.17167692]
[-0.46454518]
[-0.65327893]
[-0.43181879]
[-0.96991197]
[ 0.10053886]
[-0.80203316]
[-0.29979652]
[ 1.31888727]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.15979131 -0.06569174  0.0353648  ..., -0.04285511 -0.20593044
   0.07483479]
 [ 0.06955162 -0.06858539  0.0302531  ...,  0.31500104  0.07893294
   0.12824811]
 [ 0.13354283  0.21052213  0.22404243 ...,  0.03648573 -0.46557827
   0.07924559]
 ..., 
 [-0.03559924  0.29407158 -0.08105401 ..., -0.02531212  0.10945636
   0.15619305]
 [-0.18873959 -0.0375934   0.06003328 ...,  0.09599261 -0.05541204
   0.12496672]
 [-0.10511673 -0.0419117  -0.1864468  ...,  0.20808206 -0.16310678
   0.03599992]]
final_inputs_run [[-0.88905886]
 [-0.87143823]
 [-0.8745154 ]
 ..., 
 [-0.55587364]
 [-0.54252242]
 [-0.356721  ]]
final_outputs_run [[-0.88905886]
 [-0.87143823]
 [-0.8745154 ]
 ..., 
 [-0.55587364]
 [-0.54252242]
 [-0.356721  ]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.15979131 -0.06569174  0.0353648  ..., -0.04285511 -0.20593044
   0.07483479]
 [ 0.06955162 -0.06858539  0.0302531  ...,  0.31500104  0.07893294
   0.12824811]
 [ 0.13354283  0.21052213  0.22404243 ...,  0.03648573 -0.46557827
   0.07924559]
 ..., 
 [-0.03559924  0.29407158 -0.08105401 ..., -0.02531212  0.10945636
   0.15619305]
 [-0.18873959 -0.0375934   0.06003328 ...,  0.09599261 -0.05541204
   0.12496672]
 [-0.10511673 -0.0419117  -0.1864468  ...,  0.20808206 -0.16310678
   0.03599992]]
final_inputs_run [[-0.06753561]
 [ 0.20598115]
 [ 0.14916445]
 ..., 
 [-0.05684741]
 [-0.37768261]
 [-0.60754383]]
final_outputs_run [[-0.06753561]
 [ 0.20598115]
 [ 0.14916445]
 ..., 
 [-0.05684741]
 [-0.37768261]
 [-0.60754383]]
Progress: 19.6% ... Training loss: 0.648 ... Validation loss: 1.153[-0.42192498]
[-0.21843401]
[ 0.746715]
[-0.53876004]
[ 2.9586246]
[-1.10950613]
[-0.46651719]
[ 0.69344326]
[ 0.57599769]
[ 1.06394426]
[ 0.02565856]
[ 0.10677133]
[-1.05132802]
[ 0.89002265]
[-0.53649783]
[ 0.69510257]
[-0.09030259]
[-0.1206285]
[-0.83420674]
[-0.82108589]
[-0.68022437]
[-0.62417366]
[-0.37545991]
[ 1.53628134]
[-0.50807514]
[-1.20385984]
[-0.71784461]
[ 3.15230801]
[ 1.26030438]
[-0.27527247]
[ 0.25190176]
[-0.0906608]
[ 0.23887852]
[ 0.19882974]
[ 0.77701528]
[-0.03493571]
[ 0.25558412]
[-0.03621693]
[-0.92414604]
[-0.2362861]
[ 0.25209144]
[-1.50728307]
[-0.51680621]
[ 0.84919729]
[-1.13810215]
[-0.92741719]
[-0.90790385]
[ 0.29749601]
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[-0.24303693]
[-0.16858719]
[-0.61827051]
[-0.39077278]
[ 2.59529035]
[ 2.46442672]
[-0.00082657]
[ 0.63271804]
[ 0.90435919]
[-0.87467118]
[-0.15651408]
[-0.36598582]
[ 1.68359778]
[ 0.24077894]
[-0.5951283]
[-0.0759738]
[-0.55116217]
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[-1.34002108]
[-0.21512527]
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[ 0.93301518]
[ 1.33122601]
[ 2.27578816]
[-0.95187102]
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[ 0.63772476]
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[ 0.10173977]
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[-0.22622168]
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[ 0.79720819]
[ 1.43989405]
[ 2.89614907]
[-0.68893579]
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[ 0.62065574]
[ 0.64621459]
[ 2.83776514]
[-0.67554883]
[ 0.25595236]
[-0.8339519]
[ 0.09809092]
[ 0.11287856]
[-0.9176408]
[ 0.55298278]
[-1.11432688]
[ 0.38992289]
[-0.55447004]
[-0.74264211]
[ 0.64299623]
[ 0.00725252]
[-0.12349755]
[ 0.56842715]
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[-0.91107148]
[-0.18492085]
[ 0.55153123]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.15898403 -0.06519968  0.03706194 ..., -0.04325666 -0.20763471
   0.07540254]
 [ 0.0695888  -0.06856375  0.03032804 ...,  0.31498318  0.07884423
   0.12827381]
 [ 0.13367187  0.21061742  0.22422133 ...,  0.03643582 -0.46573576
   0.07931298]
 ..., 
 [-0.03579731  0.29396182 -0.08147681 ..., -0.02521116  0.10992292
   0.1560347 ]
 [-0.18852798 -0.03746534  0.06040832 ...,  0.09588682 -0.05585658
   0.12511376]
 [-0.10497937 -0.04182167 -0.18613338 ...,  0.2080145  -0.16343273
   0.03610568]]
final_inputs_run [[-0.87802204]
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 ..., 
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final_outputs_run [[-0.87802204]
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 ..., 
 [-0.54271541]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.15898403 -0.06519968  0.03706194 ..., -0.04325666 -0.20763471
   0.07540254]
 [ 0.0695888  -0.06856375  0.03032804 ...,  0.31498318  0.07884423
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 [ 0.13367187  0.21061742  0.22422133 ...,  0.03643582 -0.46573576
   0.07931298]
 ..., 
 [-0.03579731  0.29396182 -0.08147681 ..., -0.02521116  0.10992292
   0.1560347 ]
 [-0.18852798 -0.03746534  0.06040832 ...,  0.09588682 -0.05585658
   0.12511376]
 [-0.10497937 -0.04182167 -0.18613338 ...,  0.2080145  -0.16343273
   0.03610568]]
final_inputs_run [[-0.05319881]
 [ 0.21990789]
 [ 0.16221716]
 ..., 
 [-0.04232557]
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final_outputs_run [[-0.05319881]
 [ 0.21990789]
 [ 0.16221716]
 ..., 
 [-0.04232557]
 [-0.36408286]
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Progress: 19.8% ... Training loss: 0.647 ... Validation loss: 1.140[ 1.00983634]
[-0.60458609]
[ 1.99579566]
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[ 0.56034792]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.1581964  -0.06472532  0.03862216 ..., -0.04364855 -0.20936562
   0.07596614]
 [ 0.06958304 -0.06856867  0.03030957 ...,  0.31498668  0.07885458
   0.12826492]
 [ 0.13449283  0.21109629  0.22581869 ...,  0.03602714 -0.46743524
   0.07991288]
 ..., 
 [-0.03561026  0.29407598 -0.08109079 ..., -0.02530384  0.10948807
   0.15616789]
 [-0.18849061 -0.0374451   0.06047638 ...,  0.09587026 -0.05590957
   0.12513472]
 [-0.10491951 -0.04178553 -0.18600415 ...,  0.20798203 -0.16355494
   0.03615238]]
final_inputs_run [[-0.85893746]
 [-0.84309854]
 [-0.84349268]
 ..., 
 [-0.51942506]
 [-0.50619509]
 [-0.3180637 ]]
final_outputs_run [[-0.85893746]
 [-0.84309854]
 [-0.84349268]
 ..., 
 [-0.51942506]
 [-0.50619509]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
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15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
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15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
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16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
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16860          0  
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16862          0  
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16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.1581964  -0.06472532  0.03862216 ..., -0.04364855 -0.20936562
   0.07596614]
 [ 0.06958304 -0.06856867  0.03030957 ...,  0.31498668  0.07885458
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 [ 0.13449283  0.21109629  0.22581869 ...,  0.03602714 -0.46743524
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 ..., 
 [-0.03561026  0.29407598 -0.08109079 ..., -0.02530384  0.10948807
   0.15616789]
 [-0.18849061 -0.0374451   0.06047638 ...,  0.09587026 -0.05590957
   0.12513472]
 [-0.10491951 -0.04178553 -0.18600415 ...,  0.20798203 -0.16355494
   0.03615238]]
final_inputs_run [[-0.02484082]
 [ 0.24947788]
 [ 0.19135162]
 ..., 
 [-0.01523909]
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final_outputs_run [[-0.02484082]
 [ 0.24947788]
 [ 0.19135162]
 ..., 
 [-0.01523909]
 [-0.34067364]
 [-0.57069125]]
Progress: 20.0% ... Training loss: 0.647 ... Validation loss: 1.118[-0.43366276]
[ 3.20064599]
[-0.3227976]
[-0.03403871]
[-1.00686843]
[ 0.30620755]
[-0.89967132]
[-0.81024012]
[-0.7031433]
[-0.54527647]
[-0.6390195]
[-0.54929475]
[-0.08212054]
[ 0.14424636]
[ 1.63069965]
[-0.36271223]
[ 0.10563882]
[-0.65340455]
[ 0.02306349]
[ 1.8438398]
[-0.30759748]
[-0.87653535]
[-0.62761207]
[-0.44757971]
[ 1.24098101]
[-0.79798172]
[-0.30191521]
[-0.30187774]
[ 0.46896703]
[ 2.54757207]
[-0.80657866]
[ 0.14364558]
[-0.47662353]
[ 1.7684891]
[-0.26011584]
[ 0.91272543]
[ 0.22322385]
[-0.25161895]
[-0.51158334]
[ 0.23807274]
[-0.65008994]
[ 0.15072838]
[-0.3508672]
[ 0.88923257]
[-0.7382392]
[-0.2493031]
[ 1.38209547]
[-0.80489759]
[ 0.97064153]
[ 0.51394656]
[-0.51450502]
[-0.47662353]
[-0.64993152]
[-0.05206512]
[ 0.59580137]
[-0.31289257]
[-0.19667814]
[-0.97805344]
[ 1.53824225]
[-0.75221911]
[-0.28306015]
[-0.18896726]
[ 2.54476393]
[ 1.76528071]
[ 0.25807592]
[ 0.17681328]
[-0.04015577]
[-0.26398026]
[-0.15637309]
[-0.54904164]
[-0.87083191]
[-0.44684274]
[-0.40095815]
[-0.44462126]
[ 0.21244804]
[-0.39079315]
[-1.15824869]
[ 1.8661363]
[-0.92402886]
[-0.07588078]
[ 0.7101947]
[ 0.68891051]
[-0.25726492]
[-0.83609727]
[ 1.02037492]
[ 1.6603282]
[ 0.75731307]
[ 0.4673224]
[-0.03041592]
[-0.50444764]
[-0.22685027]
[-0.686432]
[ 0.64755897]
[-0.59728949]
[ 0.30050109]
[ 0.17862117]
[-0.91788362]
[ 0.6376719]
[-0.41682346]
[ 1.3200799]
[ 0.28746114]
[-0.17329541]
[ 2.23271712]
[ 0.67978343]
[ 0.32534103]
[ 0.71807371]
[-0.51539122]
[-0.29311212]
[-0.2822674]
[-0.0119703]
[-0.1373111]
[-0.64172564]
[-0.37752358]
[ 2.41602204]
[-0.21026029]
[-0.40934025]
[-1.07601777]
[-0.53408418]
[-1.2298296]
[-0.26337384]
[ 1.36238677]
[-0.14907569]
[-0.82510985]
[ 0.96586859]
[-0.85524958]
[ 0.32316972]
[ 0.63000091]
[-0.5327242]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.15747521 -0.06425277  0.04026152 ..., -0.04401049 -0.21096977
   0.07653735]
 [ 0.06975921 -0.06845621  0.03071524 ...,  0.31490047  0.07840404
   0.12840662]
 [ 0.13514963  0.21148831  0.22714883 ...,  0.03571913 -0.46895743
   0.08038509]
 ..., 
 [-0.03573078  0.29399965 -0.08134607 ..., -0.02525085  0.10980049
   0.15608868]
 [-0.18826192 -0.0372928   0.06093925 ...,  0.0957553  -0.05645001
   0.1253149 ]
 [-0.10480772 -0.04171921 -0.18574325 ...,  0.20793162 -0.16365357
   0.03622479]]
final_inputs_run [[-0.83256612]
 [-0.81782379]
 [-0.81664353]
 ..., 
 [-0.4898535 ]
 [-0.47623274]
 [-0.2877214 ]]
final_outputs_run [[-0.83256612]
 [-0.81782379]
 [-0.81664353]
 ..., 
 [-0.4898535 ]
 [-0.47623274]
 [-0.2877214 ]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.15747521 -0.06425277  0.04026152 ..., -0.04401049 -0.21096977
   0.07653735]
 [ 0.06975921 -0.06845621  0.03071524 ...,  0.31490047  0.07840404
   0.12840662]
 [ 0.13514963  0.21148831  0.22714883 ...,  0.03571913 -0.46895743
   0.08038509]
 ..., 
 [-0.03573078  0.29399965 -0.08134607 ..., -0.02525085  0.10980049
   0.15608868]
 [-0.18826192 -0.0372928   0.06093925 ...,  0.0957553  -0.05645001
   0.1253149 ]
 [-0.10480772 -0.04171921 -0.18574325 ...,  0.20793162 -0.16365357
   0.03622479]]
final_inputs_run [[ 0.0072117 ]
 [ 0.27767818]
 [ 0.21805411]
 ..., 
 [ 0.01352803]
 [-0.31250699]
 [-0.54142678]]
final_outputs_run [[ 0.0072117 ]
 [ 0.27767818]
 [ 0.21805411]
 ..., 
 [ 0.01352803]
 [-0.31250699]
 [-0.54142678]]
Progress: 20.2% ... Training loss: 0.649 ... Validation loss: 1.097[-0.43334511]
[-1.04056202]
[-0.08975537]
[ 0.19057361]
[-0.09347968]
[-1.32961993]
[-0.36467383]
[-0.1387655]
[-0.40600236]
[ 0.56267704]
[ 1.34391631]
[-0.74465171]
[-0.54392255]
[ 0.07474083]
[ 0.16758631]
[ 1.23690416]
[-0.00946039]
[ 0.40391729]
[-0.1217846]
[ 1.9996913]
[-0.30288548]
[ 1.08824404]
[-0.60879644]
[-0.45194447]
[-0.86898879]
[ 0.02319006]
[-0.57436365]
[-0.08975537]
[-0.67755355]
[-0.1718301]
[-1.24656604]
[-1.49792443]
[-0.9581771]
[-0.26576265]
[-0.12588403]
[-0.7150208]
[-0.53974643]
[ 2.56118286]
[-0.31523805]
[-0.81276278]
[ 0.26999141]
[-0.40709388]
[-0.5358872]
[-0.66013613]
[ 0.64928454]
[ 1.77532961]
[ 0.28796285]
[-0.38061112]
[ 0.76133658]
[-0.42285463]
[-0.1817902]
[-0.62309398]
[-1.17275144]
[ 0.19916366]
[ 0.22559695]
[-0.61286848]
[ 0.25959201]
[ 1.3131464]
[-0.39620081]
[-0.79408714]
[-0.29266495]
[-0.86126469]
[-0.19256854]
[-0.04579487]
[-0.83062212]
[-0.25963667]
[-0.25104534]
[ 0.01385556]
[-0.2309167]
[-0.50964295]
[-0.14488974]
[ 3.52682538]
[ 1.04009307]
[ 0.60940454]
[ 0.76315312]
[-0.61427562]
[-0.18803148]
[-0.65049065]
[-1.17695208]
[ 2.26346992]
[-0.15876931]
[-0.97180598]
[ 0.93059541]
[ 1.2256723]
[-1.12638536]
[-0.20723325]
[-0.8412191]
[-0.89068164]
[ 0.32100694]
[-0.05335363]
[-0.35067629]
[ 0.41524853]
[-0.73929393]
[-0.26467987]
[-0.80389375]
[-0.40065718]
[-0.9384003]
[ 1.32364912]
[-0.06434869]
[-0.41208412]
[-0.45726037]
[-0.88777835]
[-1.18507431]
[-0.13425553]
[ 3.03851093]
[ 0.03285358]
[-0.2309167]
[ 1.01370803]
[-0.32898851]
[-1.20530173]
[-0.35503908]
[ 0.40179998]
[-0.80380255]
[ 0.55756308]
[-0.30088873]
[-1.23546348]
[ 0.28290986]
[ 0.94821539]
[-0.66636342]
[ 0.00623814]
[-0.31630729]
[-0.39728874]
[-0.87485071]
[-0.6040109]
[ 2.78501178]
[-0.80906682]
[ 0.69822789]
[ 1.49368766]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.15678684 -0.06382348  0.04168291 ..., -0.04434081 -0.21241338
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 [ 0.06972481 -0.06847704  0.03063712 ...,  0.31491424  0.07848538
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 ..., 
 [-0.03567883  0.29402568 -0.08121359 ..., -0.02527701  0.10971044
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 [-0.18859083 -0.03748427  0.0602106  ...,  0.09590261 -0.05563913
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 [-0.10482144 -0.04172554 -0.18574438 ...,  0.20793811 -0.16361794
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final_inputs_run [[-0.86735783]
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 ..., 
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final_outputs_run [[-0.86735783]
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 ..., 
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
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16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
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15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.15678684 -0.06382348  0.04168291 ..., -0.04434081 -0.21241338
   0.07705933]
 [ 0.06972481 -0.06847704  0.03063712 ...,  0.31491424  0.07848538
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 [ 0.13567135  0.21179478  0.22806724 ...,  0.03547809 -0.46991112
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 ..., 
 [-0.03567883  0.29402568 -0.08121359 ..., -0.02527701  0.10971044
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 [-0.18859083 -0.03748427  0.0602106  ...,  0.09590261 -0.05563913
   0.12506093]
 [-0.10482144 -0.04172554 -0.18574438 ...,  0.20793811 -0.16361794
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final_inputs_run [[-0.02169616]
 [ 0.24905127]
 [ 0.19022907]
 ..., 
 [-0.01337886]
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final_outputs_run [[-0.02169616]
 [ 0.24905127]
 [ 0.19022907]
 ..., 
 [-0.01337886]
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Progress: 20.4% ... Training loss: 0.644 ... Validation loss: 1.116[-0.01552604]
[-0.06115867]
[-0.15602128]
[-0.01740171]
[-0.20675017]
[-0.45805556]
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[ 1.13596156]
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[ 0.20573269]
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[ 1.5787742]
[ 2.86199842]
[-0.3916368]
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[ 0.11885129]
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[ 0.20306847]
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[ 0.0388998]
[ 1.67935299]
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[ 0.03513098]
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[ 0.06457433]
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[ 1.3550538]
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[ 0.78515913]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.15657453 -0.063681    0.04205758 ..., -0.04442854 -0.21256216
   0.07719774]
 [ 0.06967298 -0.0685109   0.03049968 ...,  0.3149434   0.07862141
   0.12833114]
 [ 0.13695785  0.2126007   0.230897   ...,  0.03483478 -0.47287756
   0.08179342]
 ..., 
 [-0.03599731  0.29383285 -0.08187796 ..., -0.02512843  0.11045572
   0.15589286]
 [-0.18843868 -0.03738957  0.0605139  ...,  0.09583499 -0.05590007
   0.12516558]
 [-0.10453615 -0.04153885 -0.18511859 ...,  0.20780052 -0.16415498
   0.03644188]]
final_inputs_run [[-0.90698728]
 [-0.89213241]
 [-0.89367006]
 ..., 
 [-0.55164983]
 [-0.5364639 ]
 [-0.34937713]]
final_outputs_run [[-0.90698728]
 [-0.89213241]
 [-0.89367006]
 ..., 
 [-0.55164983]
 [-0.5364639 ]
 [-0.34937713]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.15657453 -0.063681    0.04205758 ..., -0.04442854 -0.21256216
   0.07719774]
 [ 0.06967298 -0.0685109   0.03049968 ...,  0.3149434   0.07862141
   0.12833114]
 [ 0.13695785  0.2126007   0.230897   ...,  0.03483478 -0.47287756
   0.08179342]
 ..., 
 [-0.03599731  0.29383285 -0.08187796 ..., -0.02512843  0.11045572
   0.15589286]
 [-0.18843868 -0.03738957  0.0605139  ...,  0.09583499 -0.05590007
   0.12516558]
 [-0.10453615 -0.04153885 -0.18511859 ...,  0.20780052 -0.16415498
   0.03644188]]
final_inputs_run [[-0.05210935]
 [ 0.22174841]
 [ 0.16462279]
 ..., 
 [-0.04358166]
 [-0.37260337]
 [-0.60125357]]
final_outputs_run [[-0.05210935]
 [ 0.22174841]
 [ 0.16462279]
 ..., 
 [-0.04358166]
 [-0.37260337]
 [-0.60125357]]
Progress: 20.6% ... Training loss: 0.642 ... Validation loss: 1.138[-0.12168289]
[-0.36502636]
[-0.9596539]
[-0.92638082]
[ 0.20046359]
[-0.33526548]
[-0.39474045]
[ 0.40231633]
[ 0.56044174]
[-0.77857101]
[-0.60287691]
[-0.95625822]
[-0.13664196]
[ 0.02133227]
[-0.5817391]
[-0.69011242]
[-0.80026081]
[-0.43115145]
[-0.00983749]
[ 0.77623928]
[-0.38848288]
[ 2.82125756]
[-0.42821599]
[-0.16653341]
[-0.86408159]
[-0.5019417]
[-0.3322055]
[-0.21666874]
[-0.95249788]
[-0.84498275]
[ 1.57734207]
[-1.20966911]
[ 0.64498459]
[ 0.12272438]
[ 2.60721288]
[-0.13934109]
[ 0.95302097]
[ 2.31743886]
[-1.12221857]
[ 0.15729523]
[ 1.08822676]
[-0.57909492]
[-0.11778842]
[ 0.34569523]
[-0.12234819]
[-0.22535033]
[ 0.18418379]
[-0.90970538]
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[-0.7630051]
[-0.02897774]
[ 1.29512055]
[ 0.14196741]
[ 0.36133542]
[-0.25633024]
[-0.72724856]
[-0.09020082]
[-0.591277]
[ 0.92594863]
[ 0.1730386]
[-1.07395207]
[-0.64647592]
[-0.90483453]
[-0.41706014]
[ 0.65380368]
[-0.68593342]
[-0.62268042]
[ 0.35181208]
[ 0.66999474]
[ 0.18363974]
[-0.55782085]
[ 0.38618773]
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[ 1.29255546]
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[ 1.49205915]
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[ 0.58366957]
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[-0.44148608]
[ 1.7104538]
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[ 2.51571463]
[ 1.60658705]
[-0.29069774]
[-0.39092618]
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[ 0.78531313]
[-0.54270077]
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[ 1.2445041]
[-0.19096066]
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[-0.19533269]
[ 0.63794493]
[ 0.65502768]
[-0.80912603]
[ 0.57042709]
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[ 0.37272491]
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[ 0.69615743]
[-0.67825347]
[-0.49752029]
[-0.5019417]
[-0.40568046]
[ 2.45216585]
[ 1.24428718]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.15633108 -0.06352343  0.04256238 ..., -0.04454316 -0.21307495
   0.07735508]
 [ 0.0696612  -0.06851806  0.03047352 ...,  0.31494917  0.07865102
   0.12832226]
 [ 0.13690277  0.21260209  0.23075324 ...,  0.03486429 -0.47279002
   0.0817429 ]
 ..., 
 [-0.03601246  0.29382657 -0.08192056 ..., -0.02511309  0.11046864
   0.15585604]
 [-0.18835402 -0.03733654  0.06069361 ...,  0.09578853 -0.05612792
   0.12522861]
 [-0.1043703  -0.04143244 -0.18475594 ...,  0.20771656 -0.16450601
   0.0365709 ]]
final_inputs_run [[-0.91175101]
 [-0.89715278]
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 ..., 
 [-0.55531345]
 [-0.53973102]
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final_outputs_run [[-0.91175101]
 [-0.89715278]
 [-0.89832415]
 ..., 
 [-0.55531345]
 [-0.53973102]
 [-0.35249212]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.15633108 -0.06352343  0.04256238 ..., -0.04454316 -0.21307495
   0.07735508]
 [ 0.0696612  -0.06851806  0.03047352 ...,  0.31494917  0.07865102
   0.12832226]
 [ 0.13690277  0.21260209  0.23075324 ...,  0.03486429 -0.47279002
   0.0817429 ]
 ..., 
 [-0.03601246  0.29382657 -0.08192056 ..., -0.02511309  0.11046864
   0.15585604]
 [-0.18835402 -0.03733654  0.06069361 ...,  0.09578853 -0.05612792
   0.12522861]
 [-0.1043703  -0.04143244 -0.18475594 ...,  0.20771656 -0.16450601
   0.0365709 ]]
final_inputs_run [[-0.05303309]
 [ 0.21996544]
 [ 0.1628339 ]
 ..., 
 [-0.0454871 ]
 [-0.37569117]
 [-0.60443923]]
final_outputs_run [[-0.05303309]
 [ 0.21996544]
 [ 0.1628339 ]
 ..., 
 [-0.0454871 ]
 [-0.37569117]
 [-0.60443923]]
Progress: 20.8% ... Training loss: 0.641 ... Validation loss: 1.138[-0.98162319]
[-0.02151911]
[-0.53833719]
[ 1.92949567]
[-0.22069228]
[-0.6474482]
[ 0.78954658]
[-0.04248095]
[-0.40339693]
[ 0.47786256]
[-0.43466883]
[-0.7749494]
[-0.10777625]
[ 2.26192157]
[-1.38217131]
[-0.9637939]
[-0.53843682]
[-0.40557327]
[ 0.27883634]
[-0.87245557]
[-0.65978126]
[-0.32286305]
[-0.38333499]
[-0.22710818]
[-0.15003861]
[-0.22817269]
[-0.13569949]
[-0.47941922]
[ 0.77770667]
[ 2.12538707]
[-0.83850992]
[-0.15937831]
[ 0.57466971]
[-0.45138295]
[ 1.15558956]
[ 3.27722187]
[-0.35892396]
[-0.96301643]
[-0.3991729]
[-0.76259214]
[-0.55368052]
[ 0.52211859]
[-0.22027551]
[ 0.47758929]
[ 1.04374168]
[ 1.39736159]
[-1.05414799]
[-0.8718849]
[ 0.51887354]
[ 0.09350996]
[ 0.33356584]
[ 1.33544979]
[-0.55114875]
[-0.33964934]
[-0.60885622]
[ 0.63536588]
[-0.49512597]
[-0.67260938]
[-0.35102173]
[-0.11631227]
[ 0.02214832]
[-0.08602098]
[-0.15478075]
[ 0.41832484]
[-0.68470275]
[-0.74882285]
[ 0.41402783]
[ 1.91083153]
[ 0.82090233]
[ 0.76353333]
[-0.88278224]
[-1.11787104]
[ 0.30540618]
[-0.3071671]
[-0.82407538]
[-0.61967463]
[-0.27436358]
[-0.8708414]
[ 0.64716714]
[-0.18232053]
[-1.20504494]
[ 0.61375898]
[-0.26005705]
[ 0.12973191]
[-0.17718823]
[-0.09002731]
[-0.22254878]
[-0.08692652]
[-0.28615456]
[ 0.98389114]
[ 1.80773882]
[-0.8861267]
[ 0.85334242]
[-0.0481409]
[-0.0304181]
[-0.58629329]
[-0.51143232]
[ 1.3359658]
[-0.05534296]
[-0.59671788]
[-1.08360611]
[-0.06429592]
[ 0.06609056]
[ 0.89260564]
[ 1.85726551]
[ 0.00216644]
[ 1.08038847]
[ 0.78402479]
[ 0.8760469]
[-0.39109444]
[-0.1399804]
[-0.26922506]
[-0.49332495]
[-0.3084785]
[-0.39167818]
[ 0.27092759]
[ 0.70098154]
[ 1.56909481]
[-1.21033623]
[-0.29932047]
[ 0.28533716]
[-0.55108228]
[-0.17974335]
[-0.05193917]
[ 0.54179844]
[-1.05546559]
[-0.47422337]
[-1.13526452]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
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15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
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15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.15601036 -0.06332557  0.04321983 ..., -0.04471162 -0.21376507
   0.07761243]
 [ 0.06953556 -0.06859335  0.0301797  ...,  0.31501254  0.07898398
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 [ 0.13666025  0.21246502  0.23013854 ...,  0.03499063 -0.47235259
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 ..., 
 [-0.03608557  0.29378195 -0.08209403 ..., -0.02507684  0.1106518
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 [-0.18856404 -0.03745438  0.06021992 ...,  0.09589547 -0.05572882
   0.12506347]
 [-0.10440263 -0.04144911 -0.18478509 ...,  0.20773076 -0.16436592
   0.03655354]]
final_inputs_run [[-0.9158584 ]
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 ..., 
 [-0.55824151]
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final_outputs_run [[-0.9158584 ]
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 ..., 
 [-0.55824151]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
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16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
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15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.15601036 -0.06332557  0.04321983 ..., -0.04471162 -0.21376507
   0.07761243]
 [ 0.06953556 -0.06859335  0.0301797  ...,  0.31501254  0.07898398
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 [ 0.13666025  0.21246502  0.23013854 ...,  0.03499063 -0.47235259
   0.08153375]
 ..., 
 [-0.03608557  0.29378195 -0.08209403 ..., -0.02507684  0.1106518
   0.15579939]
 [-0.18856404 -0.03745438  0.06021992 ...,  0.09589547 -0.05572882
   0.12506347]
 [-0.10440263 -0.04144911 -0.18478509 ...,  0.20773076 -0.16436592
   0.03655354]]
final_inputs_run [[-0.05322634]
 [ 0.21899645]
 [ 0.16191948]
 ..., 
 [-0.04644571]
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final_outputs_run [[-0.05322634]
 [ 0.21899645]
 [ 0.16191948]
 ..., 
 [-0.04644571]
 [-0.37803067]
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Progress: 21.0% ... Training loss: 0.640 ... Validation loss: 1.138[-0.81150175]
[-0.36046895]
[ 1.97451259]
[-0.2183578]
[-0.57667531]
[-0.25808337]
[-0.1424464]
[ 0.39062956]
[-0.15887393]
[ 2.18439339]
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[ 0.76864486]
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[-0.51945228]
[ 0.61490162]
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[ 0.6881812]
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[-0.51851938]
[-0.04669328]
[ 0.68636346]
[-0.6532404]
[ 0.54376429]
[-0.38850468]
[-0.01922751]
[ 0.97382973]
[-1.20183857]
[-0.49017609]
[-0.78212034]
[ 2.20823272]
[ 0.21197693]
[ 1.09342455]
[-1.08989535]
[-0.20354945]
[-1.29345221]
[ 0.43403999]
[-0.35047698]
[ 0.18203511]
[ 1.77483425]
[-0.54107876]
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[ 2.14593263]
[ 0.05892575]
[ 0.46064716]
[ 0.03033442]
[ 0.03335969]
[ 0.88840428]
[-0.2226741]
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[ 0.66832244]
[-1.02580905]
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[ 2.61207766]
[ 0.17500691]
[ 1.0359499]
[-0.38427552]
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[ 1.83773351]
[-0.54532041]
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[ 0.37714793]
[ 0.10356263]
[-0.59275751]
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[ 0.01575379]
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[ 0.08050698]
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[ 0.18855664]
[ 1.05420719]
[ 0.6622253]
[-1.14488313]
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[ 1.20377989]
[ 0.99947463]
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[ 1.45915919]
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[ 2.38207998]
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[ 0.30150007]
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[ 0.0761813]
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[ 1.30578168]
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[ 0.02663155]
[ 0.104451]
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[ 1.36920471]
[-0.76661579]
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[-0.08772646]
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[ 1.49022027]
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[ 0.47274123]
[ 0.15990322]
[ 0.18435886]
[-0.79095919]
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[-0.68131303]
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[ 0.72758699]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.15543136 -0.0629852   0.04432553 ..., -0.04499576 -0.21475267
   0.07802718]
 [ 0.06965258 -0.06852372  0.03043309 ...,  0.31495229  0.07873152
   0.12830816]
 [ 0.13759882  0.21304603  0.23207134 ...,  0.03451408 -0.47452439
   0.08226119]
 ..., 
 [-0.03613455  0.29374663 -0.08220424 ..., -0.02505166  0.11081656
   0.15575397]
 [-0.18839668 -0.03734719  0.06052093 ...,  0.09581066 -0.05606377
   0.12518598]
 [-0.10447703 -0.04149597 -0.18494528 ...,  0.20776852 -0.16409798
   0.03649709]]
final_inputs_run [[-0.90529223]
 [-0.89144748]
 [-0.89142196]
 ..., 
 [-0.5427681 ]
 [-0.526277  ]
 [-0.33638593]]
final_outputs_run [[-0.90529223]
 [-0.89144748]
 [-0.89142196]
 ..., 
 [-0.5427681 ]
 [-0.526277  ]
 [-0.33638593]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
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16858          0  
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16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.15543136 -0.0629852   0.04432553 ..., -0.04499576 -0.21475267
   0.07802718]
 [ 0.06965258 -0.06852372  0.03043309 ...,  0.31495229  0.07873152
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 [ 0.13759882  0.21304603  0.23207134 ...,  0.03451408 -0.47452439
   0.08226119]
 ..., 
 [-0.03613455  0.29374663 -0.08220424 ..., -0.02505166  0.11081656
   0.15575397]
 [-0.18839668 -0.03734719  0.06052093 ...,  0.09581066 -0.05606377
   0.12518598]
 [-0.10447703 -0.04149597 -0.18494528 ...,  0.20776852 -0.16409798
   0.03649709]]
final_inputs_run [[-0.03380857]
 [ 0.23921354]
 [ 0.18087641]
 ..., 
 [-0.02666143]
 [-0.36083507]
 [-0.5904951 ]]
final_outputs_run [[-0.03380857]
 [ 0.23921354]
 [ 0.18087641]
 ..., 
 [-0.02666143]
 [-0.36083507]
 [-0.5904951 ]]
Progress: 21.2% ... Training loss: 0.639 ... Validation loss: 1.123[ 0.0386695]
[ 0.85513019]
[-0.38856583]
[-0.18787617]
[-1.49332953]
[-0.20330166]
[-0.244619]
[ 0.05436395]
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[ 0.27279588]
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[ 0.1054888]
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[ 0.00014846]
[-0.68598183]
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[-0.13834332]
[-0.96251389]
[ 0.65418137]
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[-0.16176615]
[-0.75418361]
[-0.04804487]
[-0.03458771]
[-0.55947395]
[-0.50157549]
[ 0.01809542]
[-0.9769271]
[-0.63834812]
[ 0.56597017]
[ 0.59985167]
[ 0.95830345]
[-0.83008321]
[ 0.26015211]
[-0.5835378]
[-0.50036634]
[ 0.09769467]
[ 1.72968229]
[-0.92057773]
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[ 0.26173832]
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[ 1.42395678]
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[-0.62570208]
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[ 0.2198846]
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[ 0.74357222]
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[ 0.44723441]
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[-0.32346547]
[ 0.38802574]
[ 1.31315295]
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[-0.62421104]
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[ 0.19563441]
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[ 2.33275316]
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[ 1.05592223]
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[ 0.08927074]
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[ 3.28417241]
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[ 1.74144973]
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[-0.20333949]
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[-0.07739344]
[-0.25976277]
[-0.91894403]
[-0.36787003]
[ 1.22395685]
[ 0.05496056]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.15546978 -0.06299175  0.04423364 ..., -0.04498487 -0.21463967
   0.07800893]
 [ 0.06967781 -0.06850256  0.0305124  ...,  0.31493448  0.07864173
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 [ 0.13752112  0.21297584  0.23174697 ...,  0.03457341 -0.47436399
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 ..., 
 [-0.03628208  0.29365545 -0.08249455 ..., -0.02498162  0.11117793
   0.15564213]
 [-0.18852501 -0.03742821  0.06021631 ...,  0.0958768  -0.05573236
   0.12508001]
 [-0.10445431 -0.04148049 -0.18490131 ...,  0.20776035 -0.16410603
   0.03651214]]
final_inputs_run [[-0.94109811]
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 [-0.92860312]
 ..., 
 [-0.57903859]
 [-0.56153671]
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final_outputs_run [[-0.94109811]
 [-0.92648191]
 [-0.92860312]
 ..., 
 [-0.57903859]
 [-0.56153671]
 [-0.37184652]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.15546978 -0.06299175  0.04423364 ..., -0.04498487 -0.21463967
   0.07800893]
 [ 0.06967781 -0.06850256  0.0305124  ...,  0.31493448  0.07864173
   0.12833777]
 [ 0.13752112  0.21297584  0.23174697 ...,  0.03457341 -0.47436399
   0.08216299]
 ..., 
 [-0.03628208  0.29365545 -0.08249455 ..., -0.02498162  0.11117793
   0.15564213]
 [-0.18852501 -0.03742821  0.06021631 ...,  0.0958768  -0.05573236
   0.12508001]
 [-0.10445431 -0.04148049 -0.18490131 ...,  0.20776035 -0.16410603
   0.03651214]]
final_inputs_run [[-0.07080981]
 [ 0.20299564]
 [ 0.1457788 ]
 ..., 
 [-0.06277777]
 [-0.39734764]
 [-0.62675597]]
final_outputs_run [[-0.07080981]
 [ 0.20299564]
 [ 0.1457788 ]
 ..., 
 [-0.06277777]
 [-0.39734764]
 [-0.62675597]]
Progress: 21.4% ... Training loss: 0.639 ... Validation loss: 1.151[-0.4123344]
[-0.33142079]
[-0.32886932]
[-0.44255604]
[-0.40285222]
[-0.09187032]
[-0.01406077]
[ 1.38977106]
[-1.25514069]
[-0.52088125]
[-0.48034104]
[-0.01371082]
[ 0.80694983]
[ 1.16181436]
[-0.37046919]
[-0.59643628]
[-0.26854115]
[-0.0655095]
[-0.22681162]
[ 1.82534821]
[ 1.00896525]
[-0.64682673]
[ 1.88772876]
[ 0.26377708]
[ 1.87867297]
[ 2.56915927]
[-0.81596619]
[-0.38408977]
[-0.34270049]
[-1.14738475]
[-0.61088931]
[-0.88755446]
[-0.05600961]
[-0.53557536]
[ 0.17386113]
[ 1.38129219]
[ 0.69873673]
[-0.29207032]
[-0.57099667]
[ 0.67659672]
[ 0.12450163]
[ 0.81935726]
[-0.40084395]
[-1.1162554]
[-0.55446588]
[ 0.09538196]
[ 1.02567756]
[-0.78166039]
[-0.73208332]
[-0.45096093]
[-0.26578597]
[ 0.43533532]
[ 0.2284825]
[ 0.22148711]
[ 0.11402285]
[ 0.5684569]
[ 1.60461773]
[-0.02090648]
[-0.96455869]
[-0.47973312]
[-0.43737681]
[-0.36159647]
[-0.05122237]
[ 0.0663086]
[-0.6981454]
[-0.12759142]
[-0.04304719]
[ 0.4650393]
[-0.7941741]
[ 0.72200534]
[ 0.72518856]
[ 0.96444182]
[-0.89888387]
[-0.18529]
[-0.10716052]
[-0.90837285]
[-1.07530393]
[-0.51494972]
[ 1.43472962]
[ 0.6787704]
[-0.72683578]
[ 2.02747483]
[-0.61556603]
[-0.25662322]
[ 1.68063263]
[ 0.2208515]
[-0.13881894]
[-0.18179374]
[-0.11268402]
[-0.03614713]
[-0.05926672]
[-0.00629354]
[-0.35466899]
[ 0.05911972]
[ 0.00079485]
[-0.68710636]
[-0.32522853]
[-0.46872291]
[ 0.10187242]
[-0.17729187]
[-1.04113681]
[-0.14431436]
[-1.09275092]
[-0.42777131]
[ 0.69842537]
[ 3.15888547]
[-0.77269679]
[ 0.44287977]
[-0.28171075]
[-0.4110977]
[-0.96413146]
[-0.315855]
[-1.07788801]
[-0.33465696]
[-0.25365984]
[ 0.50829342]
[ 0.598075]
[-0.28526153]
[-0.31959759]
[ 0.96590632]
[-0.34204224]
[-0.33252436]
[-0.40358848]
[-0.63721105]
[-1.15412424]
[-0.28526153]
[ 0.21899154]
[-0.62914767]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.15503452 -0.06274588  0.04507808 ..., -0.04521194 -0.21559068
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 [ 0.06968996 -0.06849507  0.03054043 ...,  0.31492834  0.07860989
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 ..., 
 [-0.03624452  0.29367886 -0.08244455 ..., -0.02500096  0.11115003
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 [-0.18874912 -0.03756573  0.05968969 ...,  0.09599225 -0.05520846
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 [-0.10444822 -0.04147951 -0.18487431 ...,  0.20775547 -0.16405774
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final_inputs_run [[-0.96005018]
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 ..., 
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final_outputs_run [[-0.96005018]
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 ..., 
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
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16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
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15448          0  
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15450          0  
15451          0  
15452          0  
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15460          0  
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15462          0  
15463          0  
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...          ...  
16845          0  
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16847          0  
16848          0  
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16853          0  
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16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
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16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.15503452 -0.06274588  0.04507808 ..., -0.04521194 -0.21559068
   0.07833298]
 [ 0.06968996 -0.06849507  0.03054043 ...,  0.31492834  0.07860989
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 [ 0.13820314  0.21338446  0.23312661 ...,  0.03421334 -0.47580906
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 ..., 
 [-0.03624452  0.29367886 -0.08244455 ..., -0.02500096  0.11115003
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 [-0.18874912 -0.03756573  0.05968969 ...,  0.09599225 -0.05520846
   0.12490299]
 [-0.10444822 -0.04147951 -0.18487431 ...,  0.20775547 -0.16405774
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final_inputs_run [[-0.08368119]
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 [ 0.13921592]
 ..., 
 [-0.07483312]
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final_outputs_run [[-0.08368119]
 [ 0.19495422]
 [ 0.13921592]
 ..., 
 [-0.07483312]
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Progress: 21.6% ... Training loss: 0.639 ... Validation loss: 1.158[ 0.81324557]
[-0.48551903]
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[ 0.15457322]
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[-0.05960086]
[-0.04424617]
[ 0.0828323]
[-0.06032049]
[ 0.04288165]
[-1.19866217]
[-0.72824685]
[ 0.02312372]
[-0.60628383]
[ 0.76588759]
[-0.92901541]
[-0.31723686]
[ 1.27999653]
[-0.1057015]
[-0.55558667]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.15470662 -0.06253482  0.04579263 ..., -0.0453864  -0.2163459
   0.07858705]
 [ 0.06955386 -0.06857999  0.03024202 ...,  0.31499994  0.07895281
   0.12824185]
 [ 0.13801917  0.21329329  0.23266242 ...,  0.03430848 -0.47526665
   0.0825437 ]
 ..., 
 [-0.03624762  0.29370084 -0.08249367 ..., -0.02500624  0.11114466
   0.1556513 ]
 [-0.18886797 -0.03763422  0.05942743 ...,  0.09605517 -0.05492817
   0.12480933]
 [-0.10430049 -0.04139164 -0.18453892 ...,  0.20767913 -0.16429859
   0.03662474]]
final_inputs_run [[-0.98430541]
 [-0.96965155]
 [-0.97364719]
 ..., 
 [-0.62139802]
 [-0.60261484]
 [-0.41148173]]
final_outputs_run [[-0.98430541]
 [-0.96965155]
 [-0.97364719]
 ..., 
 [-0.62139802]
 [-0.60261484]
 [-0.41148173]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
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15444          0          0          0          1          0          0   
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15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
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15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
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16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
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16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
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15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
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16860          0  
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16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.15470662 -0.06253482  0.04579263 ..., -0.0453864  -0.2163459
   0.07858705]
 [ 0.06955386 -0.06857999  0.03024202 ...,  0.31499994  0.07895281
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 [ 0.13801917  0.21329329  0.23266242 ...,  0.03430848 -0.47526665
   0.0825437 ]
 ..., 
 [-0.03624762  0.29370084 -0.08249367 ..., -0.02500624  0.11114466
   0.1556513 ]
 [-0.18886797 -0.03763422  0.05942743 ...,  0.09605517 -0.05492817
   0.12480933]
 [-0.10430049 -0.04139164 -0.18453892 ...,  0.20767913 -0.16429859
   0.03662474]]
final_inputs_run [[-0.11032609]
 [ 0.16737   ]
 [ 0.1121999 ]
 ..., 
 [-0.102415  ]
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final_outputs_run [[-0.11032609]
 [ 0.16737   ]
 [ 0.1121999 ]
 ..., 
 [-0.102415  ]
 [-0.44087075]
 [-0.67090705]]
Progress: 21.8% ... Training loss: 0.641 ... Validation loss: 1.180[ 0.65223374]
[ 0.45324183]
[-0.31147455]
[-0.65618328]
[-0.38490608]
[-0.55586653]
[ 0.9544104]
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[ 2.47168762]
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[ 0.16050212]
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[ 0.60210295]
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[-0.4451426]
[-0.20313946]
[ 1.19701298]
[ 0.20162653]
[ 1.1564255]
[-0.14771161]
[-0.21833061]
[ 1.93900562]
[ 0.48676769]
[-1.32777314]
[-0.39530856]
[-0.20364845]
[-0.71847518]
[ 0.13898569]
[ 0.38312345]
[ 0.20941422]
[-0.31011435]
[ 1.15283768]
[ 0.48196668]
[-0.64872378]
[ 0.59079112]
[-0.30632674]
[-0.40366737]
[-0.92463185]
[ 0.48368153]
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[ 0.34195404]
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[ 0.04373018]
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[ 2.86177959]
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[ 0.52263291]
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[ 0.6272514]
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[-0.67323892]
[-0.72180739]
[ 0.28175593]
[ 0.11329479]
[-1.30008902]
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[ 0.03720662]
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[-0.34205721]
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[ 2.28539843]
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[ 0.14512733]
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[ 3.25286649]
[ 1.55198356]
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[ 0.27343756]
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[ 0.18333148]
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[-0.55535252]
[-0.29924086]
[-1.00987274]
[-0.77779942]
[ 0.32871852]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.15423702 -0.06225217  0.04684993 ..., -0.04564834 -0.2175676
   0.07895339]
 [ 0.06958797 -0.06855882  0.03032069 ...,  0.31497872  0.078854
   0.12827221]
 [ 0.13797274  0.21328284  0.23248164 ...,  0.03433121 -0.47517621
   0.08250418]
 ..., 
 [-0.0363763   0.29362614 -0.08279865 ..., -0.02493645  0.11147798
   0.15554968]
 [-0.18901931 -0.03772636  0.05907438 ...,  0.09613475 -0.05453583
   0.12468912]
 [-0.10415774 -0.04130081 -0.18425772 ...,  0.2076003  -0.16467834
   0.03674228]]
final_inputs_run [[-0.98932127]
 [-0.97463009]
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 ..., 
 [-0.6198063 ]
 [-0.60067659]
 [-0.41544472]]
final_outputs_run [[-0.98932127]
 [-0.97463009]
 [-0.97914747]
 ..., 
 [-0.6198063 ]
 [-0.60067659]
 [-0.41544472]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.15423702 -0.06225217  0.04684993 ..., -0.04564834 -0.2175676
   0.07895339]
 [ 0.06958797 -0.06855882  0.03032069 ...,  0.31497872  0.078854
   0.12827221]
 [ 0.13797274  0.21328284  0.23248164 ...,  0.03433121 -0.47517621
   0.08250418]
 ..., 
 [-0.0363763   0.29362614 -0.08279865 ..., -0.02493645  0.11147798
   0.15554968]
 [-0.18901931 -0.03772636  0.05907438 ...,  0.09613475 -0.05453583
   0.12468912]
 [-0.10415774 -0.04130081 -0.18425772 ...,  0.2076003  -0.16467834
   0.03674228]]
final_inputs_run [[-0.11524262]
 [ 0.15908566]
 [ 0.10276249]
 ..., 
 [-0.10875805]
 [-0.4458583 ]
 [-0.6701228 ]]
final_outputs_run [[-0.11524262]
 [ 0.15908566]
 [ 0.10276249]
 ..., 
 [-0.10875805]
 [-0.4458583 ]
 [-0.6701228 ]]
Progress: 22.0% ... Training loss: 0.641 ... Validation loss: 1.184[-0.93968821]
[-0.24271339]
[-0.13458573]
[ 0.29101996]
[ 1.73769379]
[ 0.65146171]
[-1.20536977]
[ 1.89576248]
[-0.02042198]
[ 0.04214143]
[-0.3266638]
[-0.23092326]
[-0.84546631]
[ 0.19719499]
[ 2.4173034]
[ 1.1256366]
[-0.99487228]
[ 0.81845605]
[ 1.75276271]
[-0.37132301]
[ 0.1557014]
[-0.72115468]
[-0.38721023]
[ 0.07510322]
[-0.81717246]
[ 1.83735188]
[ 0.91441871]
[-0.82032775]
[ 0.61408268]
[ 0.50495207]
[-0.97688814]
[ 0.06966095]
[ 0.57245872]
[ 1.94196336]
[-0.08487204]
[-0.64416441]
[-0.52520048]
[ 2.15625283]
[-0.45836454]
[ 0.07610137]
[ 1.63636257]
[ 0.12699468]
[ 3.09671399]
[ 2.65935902]
[ 1.08800017]
[ 0.05648272]
[-0.43333136]
[-0.50359268]
[ 0.22111462]
[-0.54164425]
[-0.30770219]
[-0.25906181]
[ 0.00519881]
[ 1.76376143]
[-0.17154487]
[-0.75251031]
[ 1.04370305]
[-0.64427449]
[-0.6933433]
[ 1.1457209]
[-0.86077819]
[-0.3595448]
[-0.40917825]
[-0.75251031]
[ 0.47849187]
[-0.02274192]
[ 0.25460564]
[ 0.08801843]
[-0.53484734]
[-0.32981469]
[ 0.18411452]
[-1.06625812]
[-0.01857157]
[-0.99459896]
[ 1.03817884]
[ 0.85751622]
[-0.42091313]
[-0.35039953]
[ 1.58087393]
[ 0.52862622]
[ 0.9536245]
[-0.20339676]
[-0.22489035]
[ 0.72684109]
[-0.15767599]
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[-0.91139154]
[ 0.1402457]
[-0.93350496]
[-0.00562815]
[ 1.93659386]
[-0.46195352]
[ 0.18448027]
[ 1.38130497]
[ 0.10927931]
[-0.31896537]
[-0.47405879]
[ 1.52916148]
[-0.25115566]
[-0.31603212]
[-0.78390879]
[-0.44764871]
[ 0.04966951]
[-0.92334574]
[ 0.12806682]
[ 0.74584199]
[ 0.20589334]
[-0.70188961]
[ 1.52759347]
[ 0.01984705]
[ 0.71312298]
[ 0.38927948]
[-0.44780781]
[-0.2711523]
[-0.90256596]
[ 0.03758441]
[-0.09033358]
[ 0.15803691]
[ 0.30190653]
[ 0.6257435]
[ 1.43096112]
[ 1.33820708]
[ 0.19055096]
[-0.11854773]
[ 1.50119407]
[-0.18766608]
[-0.69102202]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.15323872 -0.06167326  0.04906964 ..., -0.04619652 -0.21966381
   0.07973916]
 [ 0.06958822 -0.06855865  0.03032122 ...,  0.31497857  0.07885329
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 [ 0.13875365  0.21372514  0.23419376 ...,  0.03391276 -0.47664704
   0.08310104]
 ..., 
 [-0.03611615  0.29378273 -0.08224767 ..., -0.02507782  0.11090152
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 [-0.1887191  -0.0375438   0.05974017 ...,  0.09597214 -0.05514577
   0.12491958]
 [-0.10374313 -0.04106218 -0.18329678 ...,  0.20737138 -0.16552356
   0.03706806]]
final_inputs_run [[-0.91546302]
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 ..., 
 [-0.54113305]
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final_outputs_run [[-0.91546302]
 [-0.90278066]
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 ..., 
 [-0.54113305]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
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15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.15323872 -0.06167326  0.04906964 ..., -0.04619652 -0.21966381
   0.07973916]
 [ 0.06958822 -0.06855865  0.03032122 ...,  0.31497857  0.07885329
   0.12827243]
 [ 0.13875365  0.21372514  0.23419376 ...,  0.03391276 -0.47664704
   0.08310104]
 ..., 
 [-0.03611615  0.29378273 -0.08224767 ..., -0.02507782  0.11090152
   0.15574554]
 [-0.1887191  -0.0375438   0.05974017 ...,  0.09597214 -0.05514577
   0.12491958]
 [-0.10374313 -0.04106218 -0.18329678 ...,  0.20737138 -0.16552356
   0.03706806]]
final_inputs_run [[-0.02879261]
 [ 0.24774332]
 [ 0.18903702]
 ..., 
 [-0.02366173]
 [-0.36469301]
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final_outputs_run [[-0.02879261]
 [ 0.24774332]
 [ 0.18903702]
 ..., 
 [-0.02366173]
 [-0.36469301]
 [-0.59100072]]
Progress: 22.2% ... Training loss: 0.635 ... Validation loss: 1.112[ 0.23727214]
[ 0.20908684]
[ 1.68134659]
[ 1.89979863]
[-0.4140557]
[-1.05821254]
[ 1.70882261]
[-0.0654407]
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[-0.68365466]
[-0.20531345]
[ 0.30645829]
[-0.03617668]
[-0.05650333]
[-0.15929258]
[-0.11375574]
[-0.26521279]
[ 1.71941771]
[ 0.58098969]
[-0.61309262]
[ 0.82832671]
[-0.19207581]
[-0.66445056]
[-0.32334948]
[ 0.11313411]
[-0.48553907]
[-0.29829663]
[ 1.18249456]
[-0.9622627]
[-0.16519238]
[-0.15887838]
[ 0.16896788]
[-0.16066621]
[ 0.66465017]
[-0.87540436]
[-0.95335535]
[-0.17754228]
[-0.76643476]
[-0.68425476]
[-0.90927183]
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[ 1.32969003]
[ 0.46712156]
[-0.2638563]
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[ 0.31715185]
[ 0.96385227]
[ 0.58237303]
[-0.78092713]
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[ 0.67772368]
[ 0.19682408]
[-0.14155571]
[-0.54933376]
[-1.4466536]
[-0.36391212]
[-0.36847887]
[ 0.74335471]
[-0.45994393]
[ 0.89241639]
[ 0.18620125]
[-0.03213263]
[-0.46411766]
[-0.0155109]
[-0.20078696]
[-0.66803766]
[ 0.25909756]
[-0.82836043]
[-0.1521711]
[ 0.5283629]
[-0.0206531]
[-0.57027106]
[-0.46762395]
[ 0.84002433]
[-0.17553272]
[-0.28090992]
[-0.47108775]
[ 0.5301292]
[ 0.72221052]
[-0.62442108]
[ 0.15434748]
[-0.45250384]
[-0.40897318]
[-0.04640692]
[ 0.23250892]
[ 2.04070066]
[-0.41498982]
[ 0.0100442]
[-0.78468198]
[-0.2609288]
[ 1.36217886]
[-0.03213263]
[-1.11640763]
[-0.99034521]
[-0.17800547]
[-0.31861968]
[-0.12171238]
[ 0.864706]
[ 0.62721056]
[ 0.01600411]
[-0.36098935]
[ 0.13609674]
[-0.55422581]
[-0.09974535]
[-1.06675034]
[ 0.11069563]
[ 0.60669329]
[ 1.97553011]
[-0.05605503]
[ 0.2990084]
[-0.19793295]
[ 1.41995163]
[ 1.24222697]
[ 1.63263576]
[-0.18977681]
[-0.15862629]
[-0.73275437]
[-1.44789014]
[ 2.73440559]
[ 0.0541701]
[ 0.00760367]
[-0.08825104]
[-0.37907981]
[-0.04638933]
[-0.92377041]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.15283506 -0.06144058  0.04999902 ..., -0.04639136 -0.22048962
   0.08004819]
 [ 0.06954738 -0.06858397  0.03022535 ...,  0.31499985  0.07895162
   0.12823654]
 [ 0.13866347  0.21368125  0.23397689 ...,  0.03395567 -0.47634612
   0.08300105]
 ..., 
 [-0.03608239  0.29380286 -0.08216474 ..., -0.02509613  0.11092291
   0.15577286]
 [-0.18873629 -0.03755487  0.05969044 ...,  0.09598193 -0.05508374
   0.12489691]
 [-0.10353501 -0.04093509 -0.18283118 ...,  0.20727327 -0.16593841
   0.03723211]]
final_inputs_run [[-0.91134016]
 [-0.89931983]
 [-0.89725945]
 ..., 
 [-0.53518755]
 [-0.51664458]
 [-0.32795387]]
final_outputs_run [[-0.91134016]
 [-0.89931983]
 [-0.89725945]
 ..., 
 [-0.53518755]
 [-0.51664458]
 [-0.32795387]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.15283506 -0.06144058  0.04999902 ..., -0.04639136 -0.22048962
   0.08004819]
 [ 0.06954738 -0.06858397  0.03022535 ...,  0.31499985  0.07895162
   0.12823654]
 [ 0.13866347  0.21368125  0.23397689 ...,  0.03395567 -0.47634612
   0.08300105]
 ..., 
 [-0.03608239  0.29380286 -0.08216474 ..., -0.02509613  0.11092291
   0.15577286]
 [-0.18873629 -0.03755487  0.05969044 ...,  0.09598193 -0.05508374
   0.12489691]
 [-0.10353501 -0.04093509 -0.18283118 ...,  0.20727327 -0.16593841
   0.03723211]]
final_inputs_run [[-0.02183233]
 [ 0.25574016]
 [ 0.19654839]
 ..., 
 [-0.0165462 ]
 [-0.35797006]
 [-0.58462884]]
final_outputs_run [[-0.02183233]
 [ 0.25574016]
 [ 0.19654839]
 ..., 
 [-0.0165462 ]
 [-0.35797006]
 [-0.58462884]]
Progress: 22.4% ... Training loss: 0.634 ... Validation loss: 1.106[ 1.85838463]
[-0.86406339]
[ 0.58003257]
[ 0.48257643]
[ 0.65444487]
[ 0.41859071]
[ 0.75207637]
[ 0.01271702]
[ 0.36150278]
[ 0.72671931]
[-0.55750529]
[-0.37572238]
[-0.56120802]
[ 0.49213977]
[-0.7165153]
[-0.39716764]
[-0.66047526]
[-0.2765952]
[ 0.05988099]
[-1.07010431]
[ 0.7686742]
[-0.3188084]
[-0.3721436]
[-0.61360842]
[-0.83701289]
[ 0.19853271]
[-0.666476]
[-1.20875451]
[-0.3350708]
[-0.16296102]
[-0.32487603]
[-0.44816825]
[-0.71786997]
[-0.06953709]
[-0.20726534]
[-0.33647503]
[-1.33024824]
[ 0.0094]
[ 0.77964807]
[-1.02695342]
[-0.54316785]
[-0.94201567]
[-0.16246838]
[-1.32956238]
[-0.21060798]
[ 0.21081191]
[ 0.87111854]
[-0.06418305]
[-0.00223068]
[ 0.0699839]
[-0.21017188]
[ 1.26327589]
[-0.26258938]
[-0.54190922]
[-0.46051989]
[-0.19091262]
[-0.46278137]
[ 0.59260489]
[-0.7121367]
[ 1.48071421]
[-0.25364025]
[-0.56988439]
[ 0.07285757]
[-0.27147921]
[ 0.30741509]
[-0.65933693]
[-0.62947216]
[-0.46010445]
[ 0.75656614]
[ 0.52846448]
[-0.75147452]
[ 0.85894304]
[-0.91799988]
[-0.26296163]
[ 0.78014134]
[ 0.00623196]
[ 1.33765916]
[-0.04862618]
[-0.05962891]
[-0.72476405]
[-0.37056204]
[-0.30077592]
[ 0.70734097]
[ 0.07772447]
[ 1.0941383]
[ 1.37035331]
[-1.03221586]
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[ 0.15179139]
[ 0.91492318]
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[ 0.13206583]
[-0.84895268]
[-0.50956401]
[ 0.02941259]
[ 0.40396749]
[-0.52463412]
[ 2.022167]
[-0.66526316]
[-0.19935617]
[ 1.08751936]
[-0.40386918]
[-0.23844653]
[-0.33072236]
[-0.47332459]
[-0.30484594]
[ 0.00687591]
[-0.23452326]
[ 0.68352057]
[ 0.05547885]
[-0.44296261]
[-0.77389105]
[-0.19372585]
[ 0.15332602]
[-1.08059336]
[ 0.75161295]
[-0.0232578]
[-0.59322588]
[ 2.51845955]
[ 0.24160236]
[-0.38855651]
[ 0.12213837]
[-0.17112802]
[-0.91134633]
[-0.05144153]
[-0.08110905]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.15285519 -0.06146047  0.04985053 ..., -0.04637306 -0.22013859
   0.07999018]
 [ 0.06953346 -0.06859529  0.03018499 ...,  0.31500587  0.07899164
   0.12822057]
 [ 0.13894383  0.21385106  0.23456333 ...,  0.0338168  -0.47694793
   0.08323453]
 ..., 
 [-0.03614816  0.29375961 -0.0823158  ..., -0.02505986  0.11111484
   0.15569772]
 [-0.18884906 -0.03762376  0.05943166 ...,  0.09603417 -0.05480144
   0.12480649]
 [-0.10328233 -0.04077582 -0.1822445  ...,  0.20714799 -0.16641493
   0.0374363 ]]
final_inputs_run [[-0.94576221]
 [-0.93320796]
 [-0.93253774]
 ..., 
 [-0.56847228]
 [-0.54928136]
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final_outputs_run [[-0.94576221]
 [-0.93320796]
 [-0.93253774]
 ..., 
 [-0.56847228]
 [-0.54928136]
 [-0.36108169]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.15285519 -0.06146047  0.04985053 ..., -0.04637306 -0.22013859
   0.07999018]
 [ 0.06953346 -0.06859529  0.03018499 ...,  0.31500587  0.07899164
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 [ 0.13894383  0.21385106  0.23456333 ...,  0.0338168  -0.47694793
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 ..., 
 [-0.03614816  0.29375961 -0.0823158  ..., -0.02505986  0.11111484
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 [-0.18884906 -0.03762376  0.05943166 ...,  0.09603417 -0.05480144
   0.12480649]
 [-0.10328233 -0.04077582 -0.1822445  ...,  0.20714799 -0.16641493
   0.0374363 ]]
final_inputs_run [[-0.05447987]
 [ 0.22417766]
 [ 0.16577079]
 ..., 
 [-0.04645007]
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final_outputs_run [[-0.05447987]
 [ 0.22417766]
 [ 0.16577079]
 ..., 
 [-0.04645007]
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Progress: 22.6% ... Training loss: 0.633 ... Validation loss: 1.130[ 0.08199857]
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[ 0.06698495]
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[ 1.3024891]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.15284125 -0.06143194  0.04990879 ..., -0.04638517 -0.22018616
   0.07999973]
 [ 0.06950322 -0.06861661  0.03009449 ...,  0.3150253   0.07907461
   0.1281878 ]
 [ 0.13894201  0.21387603  0.23466933 ...,  0.03380437 -0.47711384
   0.08325543]
 ..., 
 [-0.03615723  0.29375956 -0.0823639  ..., -0.02505439  0.11109551
   0.15567931]
 [-0.18887728 -0.037639    0.05938265 ...,  0.09604409 -0.05474637
   0.12478706]
 [-0.10325848 -0.04075847 -0.18216713 ...,  0.20713751 -0.16647241
   0.03745674]]
final_inputs_run [[-0.96485305]
 [-0.95208148]
 [-0.95204252]
 ..., 
 [-0.58632427]
 [-0.56671115]
 [-0.37682155]]
final_outputs_run [[-0.96485305]
 [-0.95208148]
 [-0.95204252]
 ..., 
 [-0.58632427]
 [-0.56671115]
 [-0.37682155]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
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16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
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16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
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16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
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15452          0  
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15460          0  
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...          ...  
16845          0  
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16848          0  
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16856          0  
16857          0  
16858          0  
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16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.15284125 -0.06143194  0.04990879 ..., -0.04638517 -0.22018616
   0.07999973]
 [ 0.06950322 -0.06861661  0.03009449 ...,  0.3150253   0.07907461
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 [ 0.13894201  0.21387603  0.23466933 ...,  0.03380437 -0.47711384
   0.08325543]
 ..., 
 [-0.03615723  0.29375956 -0.0823639  ..., -0.02505439  0.11109551
   0.15567931]
 [-0.18887728 -0.037639    0.05938265 ...,  0.09604409 -0.05474637
   0.12478706]
 [-0.10325848 -0.04075847 -0.18216713 ...,  0.20713751 -0.16647241
   0.03745674]]
final_inputs_run [[-0.07016351]
 [ 0.20819082]
 [ 0.14967794]
 ..., 
 [-0.0618902 ]
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final_outputs_run [[-0.07016351]
 [ 0.20819082]
 [ 0.14967794]
 ..., 
 [-0.0618902 ]
 [-0.40438732]
 [-0.63243254]]
Progress: 22.8% ... Training loss: 0.633 ... Validation loss: 1.143[-0.27946031]
[-0.81429464]
[ 0.32575435]
[-0.68766726]
[ 0.49631195]
[-0.70492399]
[ 0.80088727]
[-0.43817422]
[-0.0488782]
[-0.17939168]
[ 1.44419841]
[-0.67612782]
[ 0.32327411]
[ 0.64137548]
[ 0.00976876]
[-0.2630094]
[-0.84996751]
[-0.42423349]
[ 1.60406728]
[-0.61900567]
[-0.22549571]
[-0.10855607]
[-0.57188153]
[ 0.41253013]
[ 0.34669017]
[ 0.03512534]
[-0.65962034]
[-0.57854054]
[ 0.38249909]
[ 0.47543314]
[-0.45300597]
[ 0.25441881]
[-0.41909671]
[-0.81942993]
[-0.49771549]
[ 1.28649032]
[ 0.10998085]
[ 0.95533908]
[-0.55456461]
[ 0.08738082]
[-0.27979082]
[ 0.41768816]
[-0.14554777]
[-0.50960561]
[ 0.17758327]
[-0.43335577]
[ 0.08728486]
[-0.0694339]
[ 1.52228775]
[-0.25351422]
[ 0.15248553]
[-0.29902706]
[-0.80168716]
[-0.62890675]
[ 0.0244227]
[ 0.78335207]
[-0.29170671]
[ 1.06763449]
[ 0.04641606]
[-0.8956097]
[-0.36691401]
[-0.87620493]
[ 1.19978496]
[ 0.52708664]
[-0.24908136]
[ 1.65723759]
[-0.22859276]
[ 0.24767362]
[-0.26810708]
[ 0.04120966]
[-0.30801143]
[-0.79254398]
[-0.58484031]
[-0.78716331]
[ 0.80169146]
[-0.41480143]
[ 0.14376807]
[-0.16381467]
[-0.44571194]
[ 0.90494961]
[ 0.39896902]
[-0.56758135]
[ 0.63647943]
[-0.95240298]
[ 0.52557718]
[-0.77491018]
[-0.05409637]
[-0.62067213]
[ 1.50000223]
[ 1.1060626]
[-0.09179271]
[-0.31187675]
[ 0.13878058]
[ 0.53748395]
[ 0.09757665]
[ 0.32959277]
[ 1.38405786]
[-0.01124024]
[-0.55190473]
[-0.23306398]
[-0.40246131]
[ 0.05786518]
[-0.47568864]
[-0.20644202]
[ 1.45778275]
[-0.30323123]
[-0.26517327]
[ 0.24927004]
[-0.72975961]
[-0.62688908]
[-0.91613181]
[ 0.7402726]
[-0.31777633]
[ 0.29756342]
[ 0.30688994]
[-0.31658966]
[ 0.98552942]
[ 0.18002724]
[ 0.96796869]
[-1.10892574]
[-0.12582267]
[-0.24336504]
[-0.88540861]
[-0.53046085]
[-0.02055196]
[ 0.35136741]
[-0.22910416]
[ 0.13519992]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.15245076 -0.0611941   0.05055663 ..., -0.04658898 -0.22101566
   0.08031194]
 [ 0.06950577 -0.06861333  0.03009687 ...,  0.31502388  0.07906262
   0.12819281]
 [ 0.13853944  0.21364465  0.23356993 ...,  0.03401805 -0.47609625
   0.08290232]
 ..., 
 [-0.03602077  0.29384806 -0.08213862 ..., -0.02512396  0.11076736
   0.15578759]
 [-0.189144   -0.03779944  0.05877185 ...,  0.09617576 -0.05406222
   0.1245758 ]
 [-0.10324896 -0.04074997 -0.18215051 ...,  0.20713679 -0.16644961
   0.03745709]]
final_inputs_run [[-0.96867857]
 [-0.95605838]
 [-0.95585917]
 ..., 
 [-0.59230623]
 [-0.57244532]
 [-0.38040578]]
final_outputs_run [[-0.96867857]
 [-0.95605838]
 [-0.95585917]
 ..., 
 [-0.59230623]
 [-0.57244532]
 [-0.38040578]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.15245076 -0.0611941   0.05055663 ..., -0.04658898 -0.22101566
   0.08031194]
 [ 0.06950577 -0.06861333  0.03009687 ...,  0.31502388  0.07906262
   0.12819281]
 [ 0.13853944  0.21364465  0.23356993 ...,  0.03401805 -0.47609625
   0.08290232]
 ..., 
 [-0.03602077  0.29384806 -0.08213862 ..., -0.02512396  0.11076736
   0.15578759]
 [-0.189144   -0.03779944  0.05877185 ...,  0.09617576 -0.05406222
   0.1245758 ]
 [-0.10324896 -0.04074997 -0.18215051 ...,  0.20713679 -0.16644961
   0.03745709]]
final_inputs_run [[-0.07360696]
 [ 0.20732057]
 [ 0.14957812]
 ..., 
 [-0.06415937]
 [-0.4087116 ]
 [-0.63823337]]
final_outputs_run [[-0.07360696]
 [ 0.20732057]
 [ 0.14957812]
 ..., 
 [-0.06415937]
 [-0.4087116 ]
 [-0.63823337]]
Progress: 23.0% ... Training loss: 0.633 ... Validation loss: 1.144[ 0.39084803]
[ 0.08238193]
[ 1.55638085]
[ 0.05195295]
[-0.11526752]
[ 0.18317375]
[-0.22322704]
[ 0.0006759]
[ 0.76314007]
[ 0.46586726]
[-0.10035993]
[-0.24007401]
[-0.68622565]
[ 1.29829421]
[ 0.29116543]
[ 2.19676806]
[-0.21533245]
[-0.57075104]
[-0.08582876]
[-0.49248477]
[-1.25788521]
[ 0.28383906]
[ 0.89439488]
[-0.45945361]
[-0.20143356]
[-0.00634686]
[-1.23085487]
[ 0.37911424]
[ 0.22182929]
[ 2.73384662]
[-0.38476446]
[ 2.99578416]
[ 0.10858782]
[-0.11660487]
[-0.36526187]
[-0.18399438]
[-0.32022561]
[ 1.91746283]
[-0.39211871]
[-0.21798131]
[-0.75986547]
[ 2.28813245]
[ 0.54091898]
[-0.16857908]
[ 0.8505287]
[-0.28221119]
[ 0.21514741]
[-0.35129732]
[-0.33391342]
[-0.78710057]
[-0.10664673]
[-0.1037231]
[ 3.11142849]
[-0.63972626]
[-0.42146555]
[-1.01709979]
[ 0.74441897]
[-0.65702422]
[-0.5837839]
[-0.67054415]
[-0.40942811]
[-1.01097303]
[-0.13768897]
[ 0.00400505]
[ 0.36427197]
[ 0.02175511]
[-0.51016611]
[-0.42891325]
[-0.94008845]
[ 1.71702818]
[-0.06439115]
[-0.73485622]
[ 0.43429655]
[-1.24218688]
[-0.08226836]
[-0.31814433]
[-0.25676959]
[-0.26773975]
[ 0.4196193]
[-0.25003945]
[-0.437644]
[-0.3124978]
[ 0.0075216]
[-0.16006938]
[-0.89543367]
[-0.13751499]
[-0.61357834]
[-0.55435641]
[-1.06557842]
[ 0.24526491]
[ 1.83326542]
[-0.37015582]
[ 0.96418916]
[-0.12930907]
[ 0.49782875]
[-0.06924093]
[ 0.17593814]
[-0.68499062]
[-0.51183735]
[-0.53555287]
[-0.28008107]
[-1.02294127]
[ 0.03425375]
[-0.33372537]
[ 1.81400746]
[ 2.37644107]
[ 0.68839937]
[-0.61984221]
[-1.07635788]
[-0.63623709]
[-1.08022717]
[-0.10902236]
[-0.1363839]
[-0.66353159]
[-0.55617857]
[ 0.43292444]
[ 2.89403611]
[-0.85048821]
[-0.13214683]
[-0.40296792]
[-1.17681685]
[ 0.14669812]
[ 0.57010465]
[ 1.66792353]
[ 0.18353063]
[ 0.85510512]
[-0.36970102]
[-0.78209323]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.15159435 -0.06068013  0.05237908 ..., -0.04703374 -0.22257247
   0.08101087]
 [ 0.06947821 -0.0686303   0.03003135 ...,  0.31503906  0.07912638
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 [ 0.13998169  0.21450977  0.23667502 ...,  0.03326208 -0.47921588
   0.08409094]
 ..., 
 [-0.03605251  0.29382442 -0.08220447 ..., -0.02510954  0.11086409
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 [-0.18931444 -0.03789926  0.05841797 ...,  0.09626153 -0.0537094
   0.12444028]
 [-0.1029952  -0.04059505 -0.18157556 ...,  0.20700571 -0.16685902
   0.03766316]]
final_inputs_run [[-0.96094909]
 [-0.94910664]
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 ..., 
 [-0.57765996]
 [-0.55836422]
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final_outputs_run [[-0.96094909]
 [-0.94910664]
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 ..., 
 [-0.57765996]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.15159435 -0.06068013  0.05237908 ..., -0.04703374 -0.22257247
   0.08101087]
 [ 0.06947821 -0.0686303   0.03003135 ...,  0.31503906  0.07912638
   0.12816811]
 [ 0.13998169  0.21450977  0.23667502 ...,  0.03326208 -0.47921588
   0.08409094]
 ..., 
 [-0.03605251  0.29382442 -0.08220447 ..., -0.02510954  0.11086409
   0.15576852]
 [-0.18931444 -0.03789926  0.05841797 ...,  0.09626153 -0.0537094
   0.12444028]
 [-0.1029952  -0.04059505 -0.18157556 ...,  0.20700571 -0.16685902
   0.03766316]]
final_inputs_run [[-0.05038843]
 [ 0.23438241]
 [ 0.17645793]
 ..., 
 [-0.04200289]
 [-0.3909655 ]
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final_outputs_run [[-0.05038843]
 [ 0.23438241]
 [ 0.17645793]
 ..., 
 [-0.04200289]
 [-0.3909655 ]
 [-0.62428598]]
Progress: 23.2% ... Training loss: 0.631 ... Validation loss: 1.125[-0.10551747]
[-0.23549274]
[ 2.07515361]
[ 1.68417787]
[ 0.82547749]
[ 2.64617528]
[ 0.04439841]
[-0.36898966]
[ 0.65506196]
[ 0.50198361]
[-0.21213662]
[ 0.07537384]
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[ 0.4786284]
[ 1.99989296]
[ 2.72805406]
[-0.34211689]
[ 0.36932348]
[-0.18417165]
[ 0.23727954]
[-0.15575826]
[ 2.72805406]
[ 0.15136349]
[-0.4240073]
[ 1.15681402]
[ 0.22982947]
[ 0.19490415]
[ 1.47378648]
[-0.55350333]
[ 0.05819502]
[-0.22457696]
[-0.84919094]
[ 1.81890255]
[ 0.0352988]
[-0.03277125]
[ 0.49905608]
[ 3.51683455]
[-0.0720647]
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[ 0.13689737]
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[ 0.58969993]
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[ 1.22711854]
[-0.56211802]
[ 0.71435841]
[ 0.97772875]
[-0.06041177]
[-0.54117768]
[ 1.18122746]
[-0.38126063]
[-0.50860913]
[ 0.73114815]
[-1.30234513]
[-0.3493946]
[ 1.31721126]
[ 1.86161608]
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[ 0.40255792]
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[ 0.4785579]
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[ 0.24409146]
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[ 0.40156255]
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[ 0.90988488]
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[ 1.2755167]
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[ 1.02644144]
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[ 0.9415473]
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[ 0.11922987]
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[ 0.27572035]
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[ 0.22072366]
[ 1.67603311]
[-1.19762199]
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[ 0.89240512]
[ 0.19626455]
[ 0.54347713]
[-0.86965708]
[-0.38855211]
[-0.40957083]
[-0.05808032]
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[-0.67576079]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.15065155 -0.06010992  0.05445387 ..., -0.04751432 -0.2247267
   0.08176947]
 [ 0.06945479 -0.06864445  0.02997697 ...,  0.31505005  0.07918633
   0.12814892]
 [ 0.14077765  0.21500647  0.23838821 ...,  0.03286512 -0.48103643
   0.08472484]
 ..., 
 [-0.0362673   0.2936908  -0.08267556 ..., -0.02500207  0.1114647
   0.15559609]
 [-0.18920039 -0.03782791  0.05863198 ...,  0.09620184 -0.05387261
   0.12452831]
 [-0.10305633 -0.04063238 -0.1817404  ...,  0.20703928 -0.16671657
   0.03760204]]
final_inputs_run [[-0.94043101]
 [-0.92963339]
 [-0.9256146 ]
 ..., 
 [-0.55056289]
 [-0.53112385]
 [-0.33456857]]
final_outputs_run [[-0.94043101]
 [-0.92963339]
 [-0.9256146 ]
 ..., 
 [-0.55056289]
 [-0.53112385]
 [-0.33456857]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
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16850          0  
16851          0  
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16856          0  
16857          0  
16858          0  
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16860          0  
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16864          0  
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16868          0  
16869          0  
16870          0  
16871          0  
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16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.15065155 -0.06010992  0.05445387 ..., -0.04751432 -0.2247267
   0.08176947]
 [ 0.06945479 -0.06864445  0.02997697 ...,  0.31505005  0.07918633
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 [ 0.14077765  0.21500647  0.23838821 ...,  0.03286512 -0.48103643
   0.08472484]
 ..., 
 [-0.0362673   0.2936908  -0.08267556 ..., -0.02500207  0.1114647
   0.15559609]
 [-0.18920039 -0.03782791  0.05863198 ...,  0.09620184 -0.05387261
   0.12452831]
 [-0.10305633 -0.04063238 -0.1817404  ...,  0.20703928 -0.16671657
   0.03760204]]
final_inputs_run [[-0.01843685]
 [ 0.26884806]
 [ 0.21009899]
 ..., 
 [-0.01015203]
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final_outputs_run [[-0.01843685]
 [ 0.26884806]
 [ 0.21009899]
 ..., 
 [-0.01015203]
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Progress: 23.4% ... Training loss: 0.630 ... Validation loss: 1.099[-0.1397505]
[ 1.08519427]
[-0.33699511]
[-0.8152403]
[ 0.58770104]
[ 0.49880923]
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[-0.96350994]
[ 0.42753097]
[ 0.00349904]
[-0.96027463]
[ 0.00979823]
[ 0.38321399]
[ 1.41306294]
[ 0.82539699]
[-0.92240979]
[ 0.69898953]
[ 2.97471231]
[-0.08067529]
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[ 0.08804914]
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[ 0.34057594]
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[ 3.48295825]
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[ 0.85654186]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
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15410          0  
15411          0  
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15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.15044206 -0.05996962  0.05490377 ..., -0.04761865 -0.22509306
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 [ 0.06941835 -0.06866725  0.02989696 ...,  0.31506762  0.07927314
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 [ 0.14075757  0.21501701  0.23824441 ...,  0.03288036 -0.48093731
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 ..., 
 [-0.03669248  0.29344435 -0.08363697 ..., -0.02479844  0.11257909
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 [-0.18926711 -0.03787326  0.05844402 ...,  0.0962354  -0.05367549
   0.12446837]
 [-0.10324273 -0.04074619 -0.18216601 ...,  0.20712897 -0.1662443
   0.03744206]]
final_inputs_run [[-0.98332007]
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 ..., 
 [-0.59184576]
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final_outputs_run [[-0.98332007]
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 ..., 
 [-0.59184576]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.15044206 -0.05996962  0.05490377 ..., -0.04761865 -0.22509306
   0.08194154]
 [ 0.06941835 -0.06866725  0.02989696 ...,  0.31506762  0.07927314
   0.1281199 ]
 [ 0.14075757  0.21501701  0.23824441 ...,  0.03288036 -0.48093731
   0.08471438]
 ..., 
 [-0.03669248  0.29344435 -0.08363697 ..., -0.02479844  0.11257909
   0.15525676]
 [-0.18926711 -0.03787326  0.05844402 ...,  0.0962354  -0.05367549
   0.12446837]
 [-0.10324273 -0.04074619 -0.18216601 ...,  0.20712897 -0.1662443
   0.03744206]]
final_inputs_run [[-0.05909106]
 [ 0.22968789]
 [ 0.17237935]
 ..., 
 [-0.04807922]
 [-0.40258881]
 [-0.63589353]]
final_outputs_run [[-0.05909106]
 [ 0.22968789]
 [ 0.17237935]
 ..., 
 [-0.04807922]
 [-0.40258881]
 [-0.63589353]]
Progress: 23.6% ... Training loss: 0.629 ... Validation loss: 1.129[ 0.04532393]
[-0.83800407]
[-0.60456461]
[ 0.89838248]
[ 1.55773668]
[ 0.64937687]
[-0.08465179]
[ 0.04263186]
[-0.0995759]
[ 0.03250416]
[-0.47356671]
[ 0.20402835]
[-0.70157652]
[ 1.3492439]
[-1.165687]
[-0.32372699]
[ 1.32749945]
[-0.37489533]
[ 0.44847028]
[ 1.61457986]
[-0.76088315]
[ 0.15563439]
[-0.14981851]
[-0.44639185]
[ 0.46162263]
[-0.72438111]
[ 2.21425393]
[-0.11096776]
[-0.23803103]
[-0.98198958]
[-0.99214116]
[ 3.01286534]
[-0.64075332]
[-0.12667584]
[-0.31803335]
[ 1.52518951]
[ 0.50775708]
[-0.75719042]
[-0.29490295]
[-0.30144218]
[ 1.47586782]
[ 0.0142776]
[-0.61157276]
[-0.33886941]
[-0.3158358]
[-0.47899668]
[ 0.37947054]
[-0.16305307]
[-1.06350082]
[-0.63370212]
[-0.08664994]
[ 0.0142776]
[-0.65707048]
[ 0.06557755]
[ 1.05715335]
[-0.1383269]
[-0.13627359]
[ 1.06307184]
[ 0.3158039]
[-0.6580183]
[ 0.76948589]
[-0.49287774]
[-0.62392596]
[ 0.36095686]
[-0.94669738]
[ 1.17310421]
[ 0.6379742]
[ 2.41121383]
[-0.40491485]
[-0.10971412]
[-0.75719042]
[-0.84318219]
[-0.57440382]
[-0.05553226]
[-0.59382194]
[ 0.19567534]
[-0.17632354]
[-0.82138897]
[-0.90658549]
[-0.98753292]
[-0.89884188]
[-0.01070294]
[ 0.18994744]
[ 0.6387619]
[ 0.950373]
[ 0.38272693]
[ 0.08224853]
[-0.80912365]
[ 0.59392781]
[ 0.29693235]
[-0.72747872]
[-0.21970899]
[-0.65950321]
[-0.8156634]
[-0.25235327]
[-0.30229152]
[ 0.18901602]
[ 1.13712756]
[-0.52653886]
[ 0.95757792]
[-0.5979584]
[ 0.04701486]
[-1.13855674]
[ 0.69509493]
[-0.12019178]
[-0.21347446]
[-0.46156654]
[ 0.51524913]
[-0.18033886]
[ 0.25616911]
[-0.28137618]
[ 0.04549093]
[-0.34568689]
[-0.06109022]
[ 0.04628413]
[ 1.34385565]
[-0.97284009]
[ 0.18826975]
[-0.54965039]
[ 0.52681423]
[-0.40361864]
[-0.61161675]
[-0.17725929]
[-0.38694885]
[-0.64825945]
[-0.18564343]
[-0.01107093]
[-0.62321927]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
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15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.15005881 -0.05973446  0.05565003 ..., -0.04781988 -0.22571788
   0.08222995]
 [ 0.06959819 -0.06854914  0.03030625 ...,  0.31497587  0.07877111
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 [ 0.14092559  0.21513449  0.23855683 ...,  0.0327887  -0.48116113
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 ..., 
 [-0.03646322  0.29358249 -0.08317491 ..., -0.02491767  0.11208192
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 [-0.18933645 -0.037914    0.05824929 ...,  0.09627135 -0.05344001
   0.12440237]
 [-0.1032112  -0.0407282  -0.18208874 ...,  0.20711186 -0.16626277
   0.03746659]]
final_inputs_run [[-0.99405642]
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 ..., 
 [-0.60067476]
 [-0.58016694]
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final_outputs_run [[-0.99405642]
 [-0.98338934]
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 ..., 
 [-0.60067476]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.15005881 -0.05973446  0.05565003 ..., -0.04781988 -0.22571788
   0.08222995]
 [ 0.06959819 -0.06854914  0.03030625 ...,  0.31497587  0.07877111
   0.12827682]
 [ 0.14092559  0.21513449  0.23855683 ...,  0.0327887  -0.48116113
   0.08482991]
 ..., 
 [-0.03646322  0.29358249 -0.08317491 ..., -0.02491767  0.11208192
   0.15542592]
 [-0.18933645 -0.037914    0.05824929 ...,  0.09627135 -0.05344001
   0.12440237]
 [-0.1032112  -0.0407282  -0.18208874 ...,  0.20711186 -0.16626277
   0.03746659]]
final_inputs_run [[-0.06764935]
 [ 0.21949687]
 [ 0.1622422 ]
 ..., 
 [-0.0563587 ]
 [-0.411208  ]
 [-0.64351191]]
final_outputs_run [[-0.06764935]
 [ 0.21949687]
 [ 0.1622422 ]
 ..., 
 [-0.0563587 ]
 [-0.411208  ]
 [-0.64351191]]
Progress: 23.8% ... Training loss: 0.629 ... Validation loss: 1.136[ 0.02375271]
[ 0.02261384]
[-0.50346842]
[ 0.28330335]
[-0.72741664]
[ 0.23746352]
[-0.10141523]
[ 0.04005837]
[-0.89717837]
[-0.36081996]
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[ 0.19879082]
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[ 0.25304949]
[-1.44217557]
[-0.3243147]
[-0.45207113]
[-0.98918871]
[-0.80979692]
[ 1.00117262]
[-0.15075083]
[-0.99230403]
[ 0.20851197]
[-0.37106329]
[ 0.75712836]
[-0.57184588]
[-0.60139146]
[ 0.35271931]
[-0.21882561]
[ 0.64467934]
[-0.99402485]
[ 0.25299323]
[ 0.48467403]
[ 0.23746352]
[ 1.49768644]
[-0.12883069]
[-0.42055589]
[-0.44469504]
[-0.16920311]
[-0.89716286]
[ 0.06415397]
[ 1.1255779]
[-0.79282039]
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[ 1.68647589]
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[ 0.37412439]
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[ 0.1445853]
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[ 0.19152776]
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[ 1.45264597]
[-0.42495845]
[ 0.25741793]
[ 1.2670312]
[-0.29226117]
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[-0.75815876]
[-0.11704739]
[-0.60858066]
[ 0.70472324]
[-0.38172528]
[ 0.02821333]
[ 0.41528704]
[ 0.24579621]
[-0.18279363]
[ 1.29513759]
[ 1.74366933]
[ 0.17281962]
[-0.49839549]
[ 0.53333525]
[ 2.56545743]
[-0.19648316]
[-0.59290535]
[ 0.64578866]
[ 0.23577329]
[ 1.293472]
[-0.57024513]
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[ 1.70473214]
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[ 0.06556511]
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[ 0.81514445]
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[-0.43342608]
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[ 1.19637672]
[-0.80165853]
[ 2.36091562]
[ 0.62246083]
[ 0.17704121]
[-1.21259891]
[ 1.10513799]
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[-1.02695518]
[-0.31975162]
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[-0.35852583]
[-0.24061122]
[ 0.36365248]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.1501532  -0.05978752  0.05554067 ..., -0.04778205 -0.22546123
   0.08214903]
 [ 0.06961782 -0.06853632  0.03035875 ...,  0.3149645   0.07870576
   0.12829248]
 [ 0.14022157  0.21469209  0.23694556 ...,  0.03317638 -0.47931853
   0.084201  ]
 ..., 
 [-0.03639455  0.29364547 -0.08293431 ..., -0.02496773  0.11190277
   0.1554947 ]
 [-0.18936655 -0.03792692  0.05820453 ...,  0.09628602 -0.05340377
   0.12437581]
 [-0.10326329 -0.04076969 -0.18221804 ...,  0.20713899 -0.16604047
   0.03741783]]
final_inputs_run [[-1.03928278]
 [-1.02725682]
 [-1.02862834]
 ..., 
 [-0.64413919]
 [-0.62273226]
 [-0.43056019]]
final_outputs_run [[-1.03928278]
 [-1.02725682]
 [-1.02862834]
 ..., 
 [-0.64413919]
 [-0.62273226]
 [-0.43056019]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
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16853          0  
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16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.1501532  -0.05978752  0.05554067 ..., -0.04778205 -0.22546123
   0.08214903]
 [ 0.06961782 -0.06853632  0.03035875 ...,  0.3149645   0.07870576
   0.12829248]
 [ 0.14022157  0.21469209  0.23694556 ...,  0.03317638 -0.47931853
   0.084201  ]
 ..., 
 [-0.03639455  0.29364547 -0.08293431 ..., -0.02496773  0.11190277
   0.1554947 ]
 [-0.18936655 -0.03792692  0.05820453 ...,  0.09628602 -0.05340377
   0.12437581]
 [-0.10326329 -0.04076969 -0.18221804 ...,  0.20713899 -0.16604047
   0.03741783]]
final_inputs_run [[-0.11657242]
 [ 0.16802348]
 [ 0.11118456]
 ..., 
 [-0.10394342]
 [-0.45610968]
 [-0.68474836]]
final_outputs_run [[-0.11657242]
 [ 0.16802348]
 [ 0.11118456]
 ..., 
 [-0.10394342]
 [-0.45610968]
 [-0.68474836]]
Progress: 24.0% ... Training loss: 0.634 ... Validation loss: 1.178[ 1.10723866]
[ 1.36103469]
[-0.21726516]
[-0.74561105]
[-0.17651454]
[ 1.070629]
[-1.23110074]
[-0.74265288]
[ 0.04642832]
[ 0.80132873]
[-0.2896698]
[ 2.80428841]
[ 0.40283993]
[ 0.22619217]
[-0.538246]
[-1.01105991]
[ 0.00380752]
[ 2.6165449]
[ 0.19490574]
[-0.9623283]
[ 0.10391102]
[ 0.08280896]
[-0.77695492]
[-0.40610656]
[-0.26306423]
[ 2.06987359]
[ 0.09648232]
[-0.07104111]
[ 0.02063214]
[-0.14015942]
[-0.26098881]
[-0.22546772]
[-0.40210757]
[ 0.05813362]
[ 0.25864184]
[-1.09146642]
[ 1.20676589]
[-0.7880861]
[-0.21517662]
[-0.67684188]
[-1.07139091]
[-0.3811111]
[-0.97847224]
[-1.39215624]
[-0.10583588]
[-0.0333749]
[-1.01382987]
[-0.10431266]
[-0.26588906]
[-0.05680544]
[-0.10659213]
[-0.22918978]
[ 0.5643738]
[ 0.27563841]
[-0.70529716]
[ 0.50274265]
[-0.0281838]
[ 0.44366841]
[ 0.08425546]
[ 0.06400947]
[-0.98163136]
[ 0.25475589]
[-0.00431802]
[-0.09528675]
[ 0.98511196]
[-0.27714596]
[-0.17436072]
[-0.74072531]
[ 1.21157805]
[-0.45042556]
[ 0.73808878]
[ 1.07498949]
[-0.61605972]
[-0.69553672]
[-0.21249262]
[ 0.81307684]
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[-0.44110337]
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[ 0.04556734]
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[ 0.3100721]
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[ 0.13344067]
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[-0.37172693]
[-0.08911869]
[-0.22546772]
[ 0.00502519]
[ 1.57441994]
[ 0.12201502]
[ 2.04242299]
[ 0.33364079]
[ 0.30253225]
[-0.18537987]
[ 0.22475666]
[-0.44842928]
[-0.82979349]
[ 0.08470114]
[ 0.05216087]
[ 1.46551725]
[-1.06404164]
[-0.60624732]
[-0.12960159]
[ 0.05213001]
[ 0.07111962]
[ 0.06187092]
[ 0.21793598]
[-0.0236891]
[-0.07025836]
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[-0.55083685]
[-0.7756578]
[-0.08145249]
[ 1.24854831]
[-0.11000503]
[ 0.84041363]
[-0.69302674]
[-0.50777936]
[-0.03306141]
[ 0.61063537]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.14991667 -0.05965267  0.0560988  ..., -0.04791448 -0.22584765
   0.0823395 ]
 [ 0.06962619 -0.06853108  0.03038323 ...,  0.31495921  0.07867864
   0.1283008 ]
 [ 0.14022011  0.21470483  0.2369208  ...,  0.03318291 -0.47919949
   0.08419224]
 ..., 
 [-0.0364415   0.29361524 -0.08303269 ..., -0.02493999  0.11202477
   0.15545229]
 [-0.1894111  -0.03795916  0.058086   ...,  0.09631066 -0.05328045
   0.12433674]
 [-0.10305993 -0.04064783 -0.18173624 ...,  0.2070295  -0.16648137
   0.03758579]]
final_inputs_run [[-1.05463399]
 [-1.04275893]
 [-1.0439594 ]
 ..., 
 [-0.65795558]
 [-0.63570587]
 [-0.44397447]]
final_outputs_run [[-1.05463399]
 [-1.04275893]
 [-1.0439594 ]
 ..., 
 [-0.65795558]
 [-0.63570587]
 [-0.44397447]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.14991667 -0.05965267  0.0560988  ..., -0.04791448 -0.22584765
   0.0823395 ]
 [ 0.06962619 -0.06853108  0.03038323 ...,  0.31495921  0.07867864
   0.1283008 ]
 [ 0.14022011  0.21470483  0.2369208  ...,  0.03318291 -0.47919949
   0.08419224]
 ..., 
 [-0.0364415   0.29361524 -0.08303269 ..., -0.02493999  0.11202477
   0.15545229]
 [-0.1894111  -0.03795916  0.058086   ...,  0.09631066 -0.05328045
   0.12433674]
 [-0.10305993 -0.04064783 -0.18173624 ...,  0.2070295  -0.16648137
   0.03758579]]
final_inputs_run [[-0.12902857]
 [ 0.15721055]
 [ 0.10076756]
 ..., 
 [-0.11473002]
 [-0.46753728]
 [-0.69616358]]
final_outputs_run [[-0.12902857]
 [ 0.15721055]
 [ 0.10076756]
 ..., 
 [-0.11473002]
 [-0.46753728]
 [-0.69616358]]
Progress: 24.2% ... Training loss: 0.635 ... Validation loss: 1.189[ 0.11384505]
[-0.30347728]
[ 0.68854365]
[-0.40950007]
[-0.60524616]
[-0.16421402]
[-0.13528007]
[-0.07640898]
[ 3.00098757]
[-0.88701667]
[-0.43738511]
[ 2.35509676]
[-0.93205768]
[-0.05098954]
[ 0.02091214]
[-0.55803976]
[-0.81670294]
[-0.28314448]
[-0.51104357]
[-0.26922849]
[-0.17583799]
[-0.32278214]
[-0.25637635]
[ 0.90457883]
[-0.09117463]
[-0.69021229]
[-0.3672355]
[-0.43814593]
[ 0.00176101]
[ 1.84342934]
[ 0.84416272]
[-0.54294895]
[-0.18069501]
[-0.93573327]
[-0.33526272]
[ 0.21236698]
[-0.22053282]
[ 0.729943]
[-0.26684457]
[ 0.62709274]
[-0.04205713]
[-1.2607716]
[-0.25916174]
[ 0.17258545]
[ 0.22336738]
[-0.06898325]
[-0.45759258]
[ 0.92025947]
[-0.85347529]
[ 0.23161224]
[ 2.17918733]
[-0.35267822]
[ 0.43836666]
[-0.95807706]
[ 2.49624077]
[ 1.89711157]
[-0.66482324]
[ 1.79373697]
[-1.09693577]
[-1.12230082]
[ 0.03981376]
[ 0.63521674]
[-0.10897265]
[-0.59322914]
[-0.35361975]
[-0.37477154]
[ 0.23663548]
[-0.29619047]
[-0.35428637]
[ 0.46559664]
[ 0.43085537]
[-0.02819311]
[ 2.17918733]
[-0.01691754]
[-0.27632502]
[ 1.89854666]
[ 0.58753396]
[-0.11828365]
[ 1.42052884]
[-0.20974394]
[-0.74181632]
[-0.09098713]
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[-0.7952329]
[ 0.12594688]
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[ 0.43499761]
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[ 0.19580644]
[ 0.95409962]
[ 0.57367289]
[-0.73212766]
[-0.10685168]
[-0.21171148]
[ 0.03279295]
[-1.39474865]
[-0.31574671]
[-0.63504328]
[ 2.58073422]
[ 0.2147466]
[-0.50409535]
[ 0.00142553]
[-0.12433293]
[-0.87531961]
[-0.08907359]
[-0.45593299]
[ 0.32315547]
[-0.69608148]
[-0.56256504]
[ 0.05299449]
[ 0.02333812]
[ 0.06894949]
[ 1.35233093]
[-0.23693178]
[-0.18579061]
[-0.39342464]
[ 0.97584468]
[ 0.44638104]
[ 1.19957219]
[ 0.97262978]
[ 0.01058385]
[-0.52142173]
[-0.39017765]
[-0.26035208]
[-0.20683204]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.14953853 -0.05945041  0.05680408 ..., -0.04812731 -0.2264774
   0.08264271]
 [ 0.06955152 -0.06857503  0.03018467 ...,  0.31500286  0.07889552
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 [ 0.14079812  0.21503779  0.2381716  ...,  0.03285608 -0.48042741
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 ..., 
 [-0.0362284   0.29373065 -0.08254758 ..., -0.02506126  0.11156289
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 [-0.18931636 -0.03790167  0.05831299 ...,  0.09625279 -0.05354327
   0.12442785]
 [-0.10305004 -0.04063975 -0.18168542 ...,  0.20702202 -0.1664783
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final_inputs_run [[-1.03493366]
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 ..., 
 [-0.63568813]
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final_outputs_run [[-1.03493366]
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 ..., 
 [-0.63568813]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
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15448          0  
15449          0  
15450          0  
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15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.14953853 -0.05945041  0.05680408 ..., -0.04812731 -0.2264774
   0.08264271]
 [ 0.06955152 -0.06857503  0.03018467 ...,  0.31500286  0.07889552
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 [ 0.14079812  0.21503779  0.2381716  ...,  0.03285608 -0.48042741
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 ..., 
 [-0.0362284   0.29373065 -0.08254758 ..., -0.02506126  0.11156289
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 [-0.18931636 -0.03790167  0.05831299 ...,  0.09625279 -0.05354327
   0.12442785]
 [-0.10305004 -0.04063975 -0.18168542 ...,  0.20702202 -0.1664783
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final_inputs_run [[-0.10405415]
 [ 0.17806954]
 [ 0.12047452]
 ..., 
 [-0.09438987]
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final_outputs_run [[-0.10405415]
 [ 0.17806954]
 [ 0.12047452]
 ..., 
 [-0.09438987]
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Progress: 24.4% ... Training loss: 0.631 ... Validation loss: 1.167[ 0.18565845]
[ 0.24061178]
[-0.42469259]
[-0.33171707]
[-0.75120008]
[ 0.29812389]
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[-0.10207808]
[ 1.18585118]
[ 0.55366134]
[-0.05450215]
[ 0.24072307]
[-0.3227856]
[ 1.16946745]
[-1.29053113]
[-0.80984862]
[-0.40758622]
[ 1.06453262]
[-0.86706134]
[ 0.01539001]
[-0.62456841]
[ 0.44021448]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.14912296 -0.05918697  0.05776223 ..., -0.04836833 -0.22755667
   0.08300567]
 [ 0.0694622  -0.06862927  0.02996365 ...,  0.31505328  0.07914045
   0.12816256]
 [ 0.14060716  0.21491753  0.23767143 ...,  0.03297339 -0.47986149
   0.08449427]
 ..., 
 [-0.03627398  0.29370031 -0.0826822  ..., -0.02503764  0.11173693
   0.15558161]
 [-0.18921764 -0.03783942  0.0585518  ...,  0.09619422 -0.05381809
   0.12451186]
 [-0.10280108 -0.04048607 -0.18113051 ...,  0.20688226 -0.1670899
   0.03780684]]
final_inputs_run [[-1.01721039]
 [-1.00626882]
 [-1.00485247]
 ..., 
 [-0.61930046]
 [-0.59644134]
 [-0.40260835]]
final_outputs_run [[-1.01721039]
 [-1.00626882]
 [-1.00485247]
 ..., 
 [-0.61930046]
 [-0.59644134]
 [-0.40260835]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
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15444          0          0          0          1          0          0   
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15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
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16857          0          1          0          0          0          0   
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16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
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15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
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15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
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16860          0  
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16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
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16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.14912296 -0.05918697  0.05776223 ..., -0.04836833 -0.22755667
   0.08300567]
 [ 0.0694622  -0.06862927  0.02996365 ...,  0.31505328  0.07914045
   0.12816256]
 [ 0.14060716  0.21491753  0.23767143 ...,  0.03297339 -0.47986149
   0.08449427]
 ..., 
 [-0.03627398  0.29370031 -0.0826822  ..., -0.02503764  0.11173693
   0.15558161]
 [-0.18921764 -0.03783942  0.0585518  ...,  0.09619422 -0.05381809
   0.12451186]
 [-0.10280108 -0.04048607 -0.18113051 ...,  0.20688226 -0.1670899
   0.03780684]]
final_inputs_run [[-0.08490421]
 [ 0.19722165]
 [ 0.13846517]
 ..., 
 [-0.07628355]
 [-0.43045337]
 [-0.65878153]]
final_outputs_run [[-0.08490421]
 [ 0.19722165]
 [ 0.13846517]
 ..., 
 [-0.07628355]
 [-0.43045337]
 [-0.65878153]]
Progress: 24.6% ... Training loss: 0.628 ... Validation loss: 1.150[-0.03389034]
[-0.22445736]
[-0.12648255]
[ 0.63599081]
[-0.60330127]
[-0.57644941]
[-0.47214801]
[-1.2288776]
[-0.92647854]
[ 0.09349859]
[ 0.48371418]
[-0.59516963]
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[-1.31211428]
[ 0.51755262]
[ 0.74449942]
[-0.25573912]
[ 0.95752623]
[ 0.15415808]
[ 0.04021599]
[ 0.72984517]
[-0.77728755]
[ 1.37638439]
[-0.68835357]
[ 1.39198459]
[-0.46229613]
[-0.77587142]
[ 1.3845537]
[-0.15722216]
[-0.89286158]
[-0.68587379]
[-0.42855869]
[-1.15084354]
[-0.14013192]
[ 0.03303659]
[ 0.06690557]
[-0.00626692]
[ 0.45239019]
[ 0.27707204]
[-0.05223465]
[ 0.36494913]
[ 0.93114239]
[-0.70062122]
[-0.08584382]
[-1.08887898]
[ 2.34499552]
[-1.07192336]
[ 1.45056576]
[ 0.26669273]
[-0.17318375]
[-0.16810904]
[ 0.53146034]
[ 0.23177096]
[-1.04963706]
[ 0.184876]
[ 0.41380465]
[ 0.17185826]
[-0.37723909]
[ 0.28342641]
[ 0.41407803]
[-0.55040469]
[ 1.11538817]
[-0.48308597]
[-0.12033452]
[-0.53814939]
[-1.09206669]
[ 0.21836642]
[-0.18319014]
[-0.70217194]
[-0.42309501]
[ 0.65485432]
[-0.6570208]
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[-0.34841934]
[-0.91013353]
[ 0.11016583]
[ 0.4978765]
[ 0.86293623]
[ 2.17978153]
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[-0.96420231]
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[ 1.2252632]
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[-0.10645438]
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[ 2.8227051]
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[ 1.28851346]
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[-0.56872771]
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[ 0.64702847]
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[ 0.02900889]
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[ 0.79031823]
[ 0.09454575]
[ 0.88942329]
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[ 0.53396893]
[ 1.61180911]
[-0.59692658]
[ 0.62419125]
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[ 1.06078899]
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[ 0.32518043]
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[ 0.24638277]
[ 0.20056254]
[-1.02397424]
[ 1.09787446]
[-0.91243543]
[-0.0217534]
[ 0.65444813]
[-0.2903442]
[ 0.33916507]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.1486726  -0.05890551  0.05871751 ..., -0.04863836 -0.2282832
   0.08341307]
 [ 0.06945489 -0.0686338   0.02994582 ...,  0.31505711  0.07916082
   0.12815629]
 [ 0.14147618  0.21543283  0.23940375 ...,  0.03251994 -0.48153537
   0.08518493]
 ..., 
 [-0.03630724  0.29368023 -0.08280314 ..., -0.0250228   0.11184961
   0.15555337]
 [-0.18924159 -0.03785933  0.05845308 ...,  0.09620798 -0.05362772
   0.12449697]
 [-0.10274355 -0.04045468 -0.18099369 ...,  0.20684963 -0.16706983
   0.03785134]]
final_inputs_run [[-0.98148215]
 [-0.9716886 ]
 [-0.96804389]
 ..., 
 [-0.58028202]
 [-0.55722721]
 [-0.36182109]]
final_outputs_run [[-0.98148215]
 [-0.9716886 ]
 [-0.96804389]
 ..., 
 [-0.58028202]
 [-0.55722721]
 [-0.36182109]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.1486726  -0.05890551  0.05871751 ..., -0.04863836 -0.2282832
   0.08341307]
 [ 0.06945489 -0.0686338   0.02994582 ...,  0.31505711  0.07916082
   0.12815629]
 [ 0.14147618  0.21543283  0.23940375 ...,  0.03251994 -0.48153537
   0.08518493]
 ..., 
 [-0.03630724  0.29368023 -0.08280314 ..., -0.0250228   0.11184961
   0.15555337]
 [-0.18924159 -0.03785933  0.05845308 ...,  0.09620798 -0.05362772
   0.12449697]
 [-0.10274355 -0.04045468 -0.18099369 ...,  0.20684963 -0.16706983
   0.03785134]]
final_inputs_run [[-0.04090993]
 [ 0.23786828]
 [ 0.17671567]
 ..., 
 [-0.03600916]
 [-0.3910767 ]
 [-0.61991718]]
final_outputs_run [[-0.04090993]
 [ 0.23786828]
 [ 0.17671567]
 ..., 
 [-0.03600916]
 [-0.3910767 ]
 [-0.61991718]]
Progress: 24.8% ... Training loss: 0.625 ... Validation loss: 1.116[ 1.61095434]
[-1.11800809]
[-0.35788967]
[-0.06987174]
[-0.10466314]
[ 1.21542157]
[ 0.01645874]
[ 1.46397136]
[ 0.38719138]
[ 0.27834938]
[-0.73121864]
[-0.63560183]
[-0.39142028]
[ 0.89744934]
[ 0.96352043]
[ 0.27834938]
[ 1.08565597]
[-0.36875158]
[-0.19024341]
[ 0.4818995]
[ 0.43375469]
[ 0.81990335]
[ 0.87110967]
[ 0.14069752]
[ 0.78260962]
[ 0.18104763]
[ 0.18723568]
[-1.23796613]
[-0.65650023]
[ 0.52750938]
[-0.53589717]
[ 2.94897941]
[ 0.11386258]
[ 0.59484906]
[-0.46610666]
[-0.50223949]
[-0.65215544]
[ 0.7788328]
[-0.79322084]
[ 0.07200435]
[ 0.7496341]
[-0.40369726]
[ 0.16990477]
[ 1.42869833]
[ 2.48505955]
[ 0.09369544]
[ 0.1250209]
[-0.41848244]
[ 0.50779757]
[-0.66176459]
[-0.1500602]
[ 0.07426126]
[ 0.38550811]
[ 0.04152811]
[ 0.97809364]
[ 0.58131168]
[-0.6087081]
[ 0.22317553]
[-0.53327929]
[ 0.12930012]
[-0.07162701]
[-0.58160807]
[ 1.08645487]
[ 0.15344498]
[-0.31987589]
[ 1.457602]
[ 0.5137845]
[-0.57230125]
[-0.65831639]
[-0.73471102]
[-1.14035368]
[-0.20953254]
[ 1.12142348]
[-0.18497135]
[-0.3979865]
[ 1.26204034]
[-0.09884144]
[-0.1284108]
[-0.52056281]
[-0.08558786]
[-0.16397037]
[ 0.16023654]
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[-0.70630727]
[ 0.48526292]
[ 0.21593025]
[ 0.86621308]
[ 0.11261538]
[-0.58694752]
[ 1.69364794]
[-0.08743642]
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[-0.79380084]
[-0.18515806]
[-0.56486777]
[-0.66826453]
[ 0.06850007]
[-0.41522489]
[ 0.56294005]
[-0.25647558]
[-0.97111803]
[-0.00062663]
[ 0.22021284]
[ 0.31218362]
[ 0.37047649]
[ 2.69567068]
[ 0.28016213]
[-0.73471102]
[ 0.96352043]
[-0.10730094]
[ 0.01281392]
[-0.30492914]
[-1.23355583]
[-1.19012671]
[-0.54473573]
[ 0.36668365]
[-0.66953456]
[-0.2138946]
[ 0.21870785]
[ 0.0343971]
[ 0.66945864]
[-0.8854496]
[ 1.11432338]
[ 0.78318709]
[ 0.18169398]
[-1.02079068]
[ 3.4423795]
[ 0.1780972]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.14779644 -0.05834137  0.06075387 ..., -0.04909791 -0.23059167
   0.08414866]
 [ 0.06937513 -0.06868495  0.02975213 ...,  0.31510105  0.07938806
   0.1280833 ]
 [ 0.14175952  0.21560874  0.24006318 ...,  0.03236949 -0.48221607
   0.08540103]
 ..., 
 [-0.0359792   0.29388766 -0.08203789 ..., -0.02519183  0.11091852
   0.15581759]
 [-0.18907392 -0.03775906  0.0588561  ...,  0.09612318 -0.05407645
   0.12463475]
 [-0.10258418 -0.04036235 -0.18061337 ...,  0.20677022 -0.16734042
   0.03797525]]
final_inputs_run [[-0.9218824 ]
 [-0.91352853]
 [-0.90581203]
 ..., 
 [-0.5125593 ]
 [-0.49012134]
 [-0.29446806]]
final_outputs_run [[-0.9218824 ]
 [-0.91352853]
 [-0.90581203]
 ..., 
 [-0.5125593 ]
 [-0.49012134]
 [-0.29446806]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.14779644 -0.05834137  0.06075387 ..., -0.04909791 -0.23059167
   0.08414866]
 [ 0.06937513 -0.06868495  0.02975213 ...,  0.31510105  0.07938806
   0.1280833 ]
 [ 0.14175952  0.21560874  0.24006318 ...,  0.03236949 -0.48221607
   0.08540103]
 ..., 
 [-0.0359792   0.29388766 -0.08203789 ..., -0.02519183  0.11091852
   0.15581759]
 [-0.18907392 -0.03775906  0.0588561  ...,  0.09612318 -0.05407645
   0.12463475]
 [-0.10258418 -0.04036235 -0.18061337 ...,  0.20677022 -0.16734042
   0.03797525]]
final_inputs_run [[ 0.03034539]
 [ 0.30671465]
 [ 0.24214348]
 ..., 
 [ 0.03020772]
 [-0.32649453]
 [-0.55368547]]
final_outputs_run [[ 0.03034539]
 [ 0.30671465]
 [ 0.24214348]
 ..., 
 [ 0.03020772]
 [-0.32649453]
 [-0.55368547]]
Progress: 25.0% ... Training loss: 0.626 ... Validation loss: 1.067[-0.15226671]
[-0.45922682]
[-0.44650523]
[-0.04094582]
[-0.30330954]
[-0.41935303]
[ 0.77958548]
[ 1.03664066]
[-0.41044426]
[ 0.43163391]
[-0.44618027]
[-0.90591284]
[ 0.13311043]
[-0.21634419]
[-1.1084403]
[-0.24432581]
[-0.72270304]
[ 2.70874326]
[ 0.25938471]
[-0.39875565]
[ 0.03558194]
[-0.18858409]
[-0.63354048]
[-0.42440245]
[ 0.6126499]
[-0.5301571]
[ 0.20947135]
[-0.05418363]
[ 1.2406071]
[-0.04269978]
[ 0.08132729]
[-0.65757703]
[-0.25364917]
[ 0.08372538]
[-0.46132261]
[ 0.85493417]
[-0.44917026]
[-0.78377081]
[-0.58757345]
[-0.36413977]
[ 0.13387054]
[ 0.0038656]
[-0.92073465]
[-0.23101915]
[-0.4844601]
[-0.30033698]
[-0.93577082]
[-0.1756035]
[-0.11046258]
[ 1.70695775]
[ 1.19917606]
[-0.62004602]
[-0.73193139]
[ 0.34456065]
[ 1.59911865]
[ 0.15925141]
[ 0.21057481]
[-0.68407312]
[-0.71160221]
[-0.82067579]
[-0.58543804]
[-0.17854341]
[-0.00599973]
[-0.7969829]
[-0.16705189]
[ 0.1319569]
[-0.35517999]
[-0.36822781]
[-0.15017145]
[-0.14263893]
[-0.39402266]
[-0.89435638]
[ 0.31808371]
[ 0.25768282]
[-0.30640008]
[-0.78182332]
[-0.156539]
[-1.04095938]
[-0.42201686]
[-0.98495023]
[-0.10878284]
[ 1.04952685]
[-0.124358]
[-0.40853898]
[-0.99959102]
[-0.29662864]
[-0.36252658]
[ 0.37564736]
[-0.45734511]
[ 0.00274832]
[-0.29402655]
[ 3.03388198]
[ 0.62386009]
[-0.16756724]
[-0.02924601]
[-0.20326144]
[ 0.23399255]
[ 0.06942511]
[ 1.10384057]
[-1.16901233]
[-0.87648326]
[ 0.00666861]
[-0.12915685]
[ 0.36412991]
[-0.13255798]
[-0.47489925]
[-0.22571649]
[-0.71779502]
[-0.93442521]
[-1.10928601]
[-0.79202891]
[ 1.7372309]
[ 0.86351234]
[ 1.3313402]
[-0.85480663]
[-1.25688071]
[-0.92633972]
[-0.19184759]
[ 0.39176096]
[-1.2824796]
[-0.89832088]
[-0.93621969]
[-0.19115024]
[-0.52714303]
[-0.57525211]
[ 1.59738562]
[-0.14184329]
[ 1.375764]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.14759362 -0.05822424  0.06115116 ..., -0.04919307 -0.23083113
   0.08430643]
 [ 0.06939088 -0.068674    0.02979146 ...,  0.31509416  0.07933517
   0.12809648]
 [ 0.14199979  0.21574722  0.24063714 ...,  0.03225778 -0.48258828
   0.08560947]
 ..., 
 [-0.03607154  0.29382012 -0.08226495 ..., -0.02514739  0.11117995
   0.15573458]
 [-0.18936798 -0.03794233  0.05814671 ...,  0.09625929 -0.05334308
   0.12436585]
 [-0.10222821 -0.04014136 -0.17980571 ...,  0.20660579 -0.16801694
   0.03827533]]
final_inputs_run [[-0.97723586]
 [-0.96815079]
 [-0.96365849]
 ..., 
 [-0.56729126]
 [-0.54393104]
 [-0.34948032]]
final_outputs_run [[-0.97723586]
 [-0.96815079]
 [-0.96365849]
 ..., 
 [-0.56729126]
 [-0.54393104]
 [-0.34948032]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.14759362 -0.05822424  0.06115116 ..., -0.04919307 -0.23083113
   0.08430643]
 [ 0.06939088 -0.068674    0.02979146 ...,  0.31509416  0.07933517
   0.12809648]
 [ 0.14199979  0.21574722  0.24063714 ...,  0.03225778 -0.48258828
   0.08560947]
 ..., 
 [-0.03607154  0.29382012 -0.08226495 ..., -0.02514739  0.11117995
   0.15573458]
 [-0.18936798 -0.03794233  0.05814671 ...,  0.09625929 -0.05334308
   0.12436585]
 [-0.10222821 -0.04014136 -0.17980571 ...,  0.20660579 -0.16801694
   0.03827533]]
final_inputs_run [[-0.02673718]
 [ 0.24731564]
 [ 0.18370916]
 ..., 
 [-0.02761162]
 [-0.38300396]
 [-0.60954579]]
final_outputs_run [[-0.02673718]
 [ 0.24731564]
 [ 0.18370916]
 ..., 
 [-0.02761162]
 [-0.38300396]
 [-0.60954579]]
Progress: 25.2% ... Training loss: 0.623 ... Validation loss: 1.109[-0.88671544]
[-0.5357928]
[ 0.10248822]
[ 0.3660917]
[-0.08013431]
[ 1.64425634]
[-0.08441867]
[ 0.20816851]
[-1.04844474]
[-0.19366205]
[ 0.04922476]
[ 0.48688605]
[-0.01045136]
[ 0.1677289]
[-0.364706]
[ 0.15710785]
[ 0.09247896]
[ 0.54914516]
[-0.32012581]
[ 0.00485007]
[ 0.22212689]
[-0.74766036]
[-0.30751854]
[-0.71801902]
[-0.66920652]
[ 0.7356432]
[-0.76765401]
[-0.16545519]
[ 0.43897434]
[-0.1995139]
[ 0.33772013]
[ 0.75122996]
[-0.56042717]
[-0.0370036]
[ 0.84453692]
[ 0.12616127]
[-0.60415179]
[ 0.02904517]
[-0.4059656]
[ 1.69975149]
[-0.8421117]
[-0.44217226]
[-0.34761531]
[-0.80002538]
[-0.49555897]
[-0.56504102]
[-0.51452223]
[-0.16540048]
[ 2.01615586]
[ 2.40868679]
[-0.81036833]
[-0.60337502]
[-0.2883167]
[-0.58375179]
[ 1.29395274]
[ 1.75172082]
[-0.20656861]
[-0.33289446]
[-0.03635251]
[ 1.38247411]
[-0.02307872]
[-0.15200822]
[-0.0526741]
[-0.34375857]
[ 0.10866538]
[ 0.23919315]
[-0.69028864]
[-0.19587331]
[-0.16493834]
[-0.41809181]
[-0.14657896]
[-0.45696118]
[-0.21942845]
[-0.42901199]
[-1.02603097]
[-0.22342312]
[ 0.29016192]
[-0.45961069]
[ 0.06127441]
[-0.03535683]
[ 1.35998986]
[-0.57722388]
[ 0.08745789]
[ 0.36891856]
[-0.79732854]
[ 0.40991992]
[-0.7195509]
[-0.36635335]
[-0.68989988]
[-0.20987772]
[ 1.20525345]
[-0.11520142]
[-1.01850307]
[ 0.5310813]
[-0.63872982]
[-0.85105433]
[ 0.14574138]
[ 0.34540702]
[-0.18105115]
[-0.13222953]
[-0.11425908]
[ 0.13173723]
[ 0.37416341]
[ 0.17235261]
[ 0.29085775]
[ 1.49863532]
[-0.17258022]
[-0.15116439]
[-0.00520337]
[-0.24983325]
[ 0.12781741]
[-0.68271865]
[-0.02411617]
[ 0.02933289]
[-1.00104262]
[-0.18221081]
[ 0.03324951]
[-0.90980656]
[-0.36238453]
[-0.505378]
[-0.37097545]
[-1.00445308]
[-0.74375572]
[ 0.17364265]
[-0.53679481]
[-0.94866002]
[-0.2280336]
[-0.39870353]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.14751254 -0.0581731   0.06131107 ..., -0.04923229 -0.23092068
   0.08435909]
 [ 0.06939306 -0.06867241  0.02979766 ...,  0.31509287  0.07933067
   0.12809874]
 [ 0.1422631   0.215887    0.24117931 ...,  0.03211551 -0.48313764
   0.08583624]
 ..., 
 [-0.03602698  0.29384591 -0.08216076 ..., -0.02517137  0.11109226
   0.15576828]
 [-0.1891396  -0.03779881  0.05863597 ...,  0.09614067 -0.0538622
   0.12456068]
 [-0.10227073 -0.04016681 -0.17989897 ...,  0.20662841 -0.16792589
   0.03823719]]
final_inputs_run [[-1.01575031]
 [-1.00620276]
 [-1.00356342]
 ..., 
 [-0.60708954]
 [-0.58283864]
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final_outputs_run [[-1.01575031]
 [-1.00620276]
 [-1.00356342]
 ..., 
 [-0.60708954]
 [-0.58283864]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.14751254 -0.0581731   0.06131107 ..., -0.04923229 -0.23092068
   0.08435909]
 [ 0.06939306 -0.06867241  0.02979766 ...,  0.31509287  0.07933067
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 [ 0.1422631   0.215887    0.24117931 ...,  0.03211551 -0.48313764
   0.08583624]
 ..., 
 [-0.03602698  0.29384591 -0.08216076 ..., -0.02517137  0.11109226
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 [-0.1891396  -0.03779881  0.05863597 ...,  0.09614067 -0.0538622
   0.12456068]
 [-0.10227073 -0.04016681 -0.17989897 ...,  0.20662841 -0.16792589
   0.03823719]]
final_inputs_run [[-0.06492529]
 [ 0.21055086]
 [ 0.14885294]
 ..., 
 [-0.06458696]
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final_outputs_run [[-0.06492529]
 [ 0.21055086]
 [ 0.14885294]
 ..., 
 [-0.06458696]
 [-0.42127534]
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Progress: 25.4% ... Training loss: 0.625 ... Validation loss: 1.138[ 0.11738711]
[-0.25872634]
[ 0.2744477]
[ 0.23433037]
[-0.55600115]
[ 0.40156499]
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[ 0.19797411]
[ 0.71854953]
[-1.41803745]
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[ 0.36355975]
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[ 2.91866672]
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[ 1.47218106]
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[ 0.62840419]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.14712972 -0.05795014  0.06211887 ..., -0.04943634 -0.23178918
   0.08466907]
 [ 0.06939306 -0.06867241  0.02979766 ...,  0.31509287  0.07933067
   0.12809874]
 [ 0.14211638  0.21580202  0.2408365  ...,  0.03220203 -0.48274464
   0.0856777 ]
 ..., 
 [-0.03596263  0.2938858  -0.08200854 ..., -0.02520899  0.11092899
   0.15580591]
 [-0.18897631 -0.03769749  0.05893862 ...,  0.09605571 -0.05425415
   0.1246914 ]
 [-0.10235139 -0.04021448 -0.18011081 ...,  0.20666569 -0.16774556
   0.03817407]]
final_inputs_run [[-1.01128992]
 [-1.0020124 ]
 [-0.99845031]
 ..., 
 [-0.59793773]
 [-0.57329794]
 [-0.37880143]]
final_outputs_run [[-1.01128992]
 [-1.0020124 ]
 [-0.99845031]
 ..., 
 [-0.59793773]
 [-0.57329794]
 [-0.37880143]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
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16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
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15456          0  
15457          0  
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15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.14712972 -0.05795014  0.06211887 ..., -0.04943634 -0.23178918
   0.08466907]
 [ 0.06939306 -0.06867241  0.02979766 ...,  0.31509287  0.07933067
   0.12809874]
 [ 0.14211638  0.21580202  0.2408365  ...,  0.03220203 -0.48274464
   0.0856777 ]
 ..., 
 [-0.03596263  0.2938858  -0.08200854 ..., -0.02520899  0.11092899
   0.15580591]
 [-0.18897631 -0.03769749  0.05893862 ...,  0.09605571 -0.05425415
   0.1246914 ]
 [-0.10235139 -0.04021448 -0.18011081 ...,  0.20666569 -0.16774556
   0.03817407]]
final_inputs_run [[-0.05568559]
 [ 0.22120373]
 [ 0.15928503]
 ..., 
 [-0.05486069]
 [-0.41296367]
 [-0.63914485]]
final_outputs_run [[-0.05568559]
 [ 0.22120373]
 [ 0.15928503]
 ..., 
 [-0.05486069]
 [-0.41296367]
 [-0.63914485]]
Progress: 25.6% ... Training loss: 0.623 ... Validation loss: 1.130[ 1.00227843]
[-0.8412968]
[-0.17452393]
[-0.31996881]
[-0.05100034]
[-0.45746658]
[-1.17367794]
[ 0.31011754]
[-0.81140677]
[-0.0412996]
[ 0.733273]
[-0.29295346]
[-0.62229573]
[ 0.22970055]
[ 0.53018479]
[-1.01070849]
[-0.38368823]
[ 0.35612979]
[-0.48730572]
[ 1.39788347]
[-0.32475582]
[-0.87154515]
[ 1.37004812]
[ 0.74285052]
[ 0.23834728]
[ 0.13939692]
[ 0.99915034]
[ 1.0468735]
[ 0.03319776]
[-0.25157929]
[-0.143031]
[-0.18352373]
[-0.28972739]
[-0.13320132]
[-0.70152382]
[-0.84268628]
[-0.67314619]
[-0.25240711]
[-0.48817723]
[-0.0501473]
[ 1.17359741]
[-0.20341546]
[-0.5965917]
[ 0.95810449]
[ 0.01112226]
[-1.13273734]
[ 0.19567943]
[-0.39985687]
[ 2.58578247]
[-0.48623286]
[-0.69443357]
[ 0.20773958]
[-0.22373746]
[-0.67183243]
[-0.99064425]
[-0.30714543]
[ 3.19002475]
[-0.60772223]
[-0.37058264]
[-0.5517652]
[ 0.0771908]
[ 1.85557983]
[ 0.44572705]
[-0.10695523]
[-1.21218635]
[-0.16612615]
[-0.24180234]
[ 2.03577524]
[-0.18634051]
[-0.27858344]
[-0.5735141]
[-0.78373694]
[ 0.45155212]
[-0.71160676]
[ 0.36411288]
[-0.4096528]
[-0.41355343]
[-0.78073079]
[ 1.82724959]
[-0.96139502]
[-0.34957709]
[ 0.37981261]
[-0.52454848]
[-0.01322231]
[ 1.17919292]
[-0.73558518]
[ 0.96035881]
[-0.63980057]
[-0.60061253]
[ 0.45465885]
[-0.28463204]
[-0.56106054]
[ 0.23009857]
[-0.15570919]
[-0.22418765]
[ 0.19035784]
[ 1.00020805]
[-0.19886658]
[ 0.0609045]
[-0.69897182]
[-0.30974751]
[ 0.37147235]
[-0.47083255]
[ 1.33082956]
[-0.48087014]
[-1.02473971]
[ 0.77975865]
[-0.70656281]
[ 1.16539654]
[ 0.85696598]
[ 0.24706029]
[ 0.48336436]
[ 1.70803296]
[-0.13519259]
[-1.30725468]
[-0.13927386]
[-0.10819711]
[-0.71137229]
[-0.13268299]
[ 2.12179065]
[ 1.66843648]
[-0.91085884]
[-0.25426937]
[-0.07776464]
[ 0.14043967]
[-0.44632728]
[ 0.90074848]
[ 1.02179622]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.1464528  -0.05750562  0.06375569 ..., -0.04981262 -0.23350008
   0.08528234]
 [ 0.06935301 -0.06869604  0.02970617 ...,  0.31511142  0.07944031
   0.12806828]
 [ 0.14224163  0.21583469  0.24097716 ...,  0.03216363 -0.48297494
   0.08573901]
 ..., 
 [-0.03580519  0.29398523 -0.08164753 ..., -0.02529267  0.11053137
   0.15594149]
 [-0.18900673 -0.03771657  0.05886828 ...,  0.09606934 -0.05412936
   0.12466792]
 [-0.10219943 -0.04011726 -0.17975318 ...,  0.20658208 -0.16807332
   0.03830863]]
final_inputs_run [[-0.99834945]
 [-0.98971251]
 [-0.98526191]
 ..., 
 [-0.58347424]
 [-0.55803064]
 [-0.36463653]]
final_outputs_run [[-0.99834945]
 [-0.98971251]
 [-0.98526191]
 ..., 
 [-0.58347424]
 [-0.55803064]
 [-0.36463653]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.1464528  -0.05750562  0.06375569 ..., -0.04981262 -0.23350008
   0.08528234]
 [ 0.06935301 -0.06869604  0.02970617 ...,  0.31511142  0.07944031
   0.12806828]
 [ 0.14224163  0.21583469  0.24097716 ...,  0.03216363 -0.48297494
   0.08573901]
 ..., 
 [-0.03580519  0.29398523 -0.08164753 ..., -0.02529267  0.11053137
   0.15594149]
 [-0.18900673 -0.03771657  0.05886828 ...,  0.09606934 -0.05412936
   0.12466792]
 [-0.10219943 -0.04011726 -0.17975318 ...,  0.20658208 -0.16807332
   0.03830863]]
final_inputs_run [[-0.04041672]
 [ 0.23321778]
 [ 0.17015211]
 ..., 
 [-0.04216221]
 [-0.40084338]
 [-0.62495974]]
final_outputs_run [[-0.04041672]
 [ 0.23321778]
 [ 0.17015211]
 ..., 
 [-0.04216221]
 [-0.40084338]
 [-0.62495974]]
Progress: 25.8% ... Training loss: 0.622 ... Validation loss: 1.118[ 0.33712681]
[-1.09732286]
[-0.03110786]
[-0.66459557]
[ 0.53630861]
[-0.66301725]
[-0.80296292]
[ 0.17094973]
[-0.96866022]
[ 0.09739444]
[-0.62805844]
[ 0.50600533]
[ 0.2513763]
[-0.22314451]
[ 0.09218412]
[ 0.03821313]
[ 0.65515222]
[-1.21455413]
[-0.37029314]
[-0.71385385]
[-0.52490567]
[ 0.38011071]
[ 3.16701614]
[ 0.38411916]
[-1.08260094]
[-0.72399389]
[-0.65029675]
[-0.23455507]
[-1.39697041]
[ 0.71519475]
[-0.7859003]
[ 3.04733432]
[-0.38872986]
[ 1.08169377]
[-0.30615633]
[ 0.2986702]
[-0.06598529]
[ 0.29590032]
[ 1.43130904]
[ 0.26308192]
[-0.13255452]
[ 0.69821518]
[-0.11845791]
[-1.12510403]
[ 0.50570192]
[-0.63994769]
[-0.5639213]
[ 1.28686751]
[-0.25757823]
[ 1.23145638]
[ 0.06503201]
[-0.60544186]
[ 0.33290036]
[-0.69145617]
[-1.06667385]
[ 2.69634812]
[-0.12963568]
[-0.39783824]
[-0.76930186]
[ 2.00568367]
[-0.11892998]
[-0.41349835]
[-0.40202724]
[-1.08080141]
[ 0.25360973]
[-0.33823738]
[-1.07621144]
[-0.78590307]
[-0.81113151]
[-0.51238678]
[-0.15769038]
[-0.48290231]
[-0.67284711]
[-0.46142931]
[ 0.01727558]
[-0.07625743]
[ 1.33118736]
[-0.25490708]
[-0.33857234]
[-0.3175579]
[ 1.04818798]
[ 0.2202082]
[-0.85036207]
[-0.58777079]
[-0.95650394]
[ 0.26083186]
[-0.4209602]
[ 0.35962007]
[-0.47966126]
[ 1.20842876]
[-0.6051416]
[-0.42898588]
[ 0.12260884]
[-0.51068517]
[ 0.27932564]
[ 0.41053121]
[-0.1298554]
[-0.31585529]
[-0.65486928]
[ 0.4588375]
[ 0.44494571]
[-0.50569726]
[-0.2690959]
[-0.64084622]
[ 0.36740031]
[-0.61629123]
[ 0.70589326]
[ 1.45273395]
[-1.07456747]
[-0.19065941]
[-0.54243741]
[-0.7874151]
[ 0.02723305]
[ 0.01263425]
[ 1.10968028]
[ 1.60950335]
[ 0.9565221]
[-0.97546166]
[-0.89644256]
[-0.32073435]
[-1.19225644]
[-0.20280572]
[-0.31066827]
[ 0.21493226]
[-0.71112364]
[ 0.17321018]
[-0.87094868]
[-0.21437936]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.14653527 -0.05755604  0.06344451 ..., -0.04977    -0.23304721
   0.08518799]
 [ 0.06926458 -0.06875283  0.02947088 ...,  0.31516005  0.0796747
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 [ 0.14207233  0.21572928  0.2404976  ...,  0.03225509 -0.4824396
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 ..., 
 [-0.03585541  0.29395934 -0.08178217 ..., -0.02526941  0.11068553
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 [-0.18911412 -0.03778652  0.05852637 ...,  0.09612313 -0.05378333
   0.12457216]
 [-0.10235315 -0.04021404 -0.1801078  ...,  0.20666021 -0.16767666
   0.03818111]]
final_inputs_run [[-1.03456334]
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 ..., 
 [-0.6180463 ]
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final_outputs_run [[-1.03456334]
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 ..., 
 [-0.6180463 ]
 [-0.59226378]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.14653527 -0.05755604  0.06344451 ..., -0.04977    -0.23304721
   0.08518799]
 [ 0.06926458 -0.06875283  0.02947088 ...,  0.31516005  0.0796747
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 [ 0.14207233  0.21572928  0.2404976  ...,  0.03225509 -0.4824396
   0.08555677]
 ..., 
 [-0.03585541  0.29395934 -0.08178217 ..., -0.02526941  0.11068553
   0.15588555]
 [-0.18911412 -0.03778652  0.05852637 ...,  0.09612313 -0.05378333
   0.12457216]
 [-0.10235315 -0.04021404 -0.1801078  ...,  0.20666021 -0.16767666
   0.03818111]]
final_inputs_run [[-0.07401804]
 [ 0.20180007]
 [ 0.13926197]
 ..., 
 [-0.07354788]
 [-0.43260342]
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final_outputs_run [[-0.07401804]
 [ 0.20180007]
 [ 0.13926197]
 ..., 
 [-0.07354788]
 [-0.43260342]
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Progress: 26.0% ... Training loss: 0.624 ... Validation loss: 1.145[-0.82278432]
[ 0.48211266]
[-0.84076128]
[ 1.60109307]
[-0.10889607]
[-1.1937789]
[ 0.0777195]
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[ 0.2864294]
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[ 0.22598911]
[ 2.14228239]
[-0.25234428]
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[ 1.86269729]
[ 0.14760076]
[-0.6573106]
[ 1.81449776]
[-0.34133492]
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[-0.12137189]
[-0.13014133]
[-0.25266346]
[-0.00580163]
[-0.16117672]
[-0.13938238]
[ 0.03383637]
[-0.23750835]
[ 0.1444689]
[ 0.93160068]
[-0.80639656]
[ 0.81834609]
[-0.20190845]
[-0.96246055]
[-0.31891314]
[-0.50310919]
[ 0.67336351]
[ 1.31773425]
[ 1.99598446]
[-1.113978]
[ 1.81842356]
[ 0.10337228]
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[ 0.01541472]
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[ 0.29186014]
[ 1.23402662]
[ 0.06511344]
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[ 0.08732757]
[ 0.00190351]
[-0.27814665]
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[ 0.20690295]
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[ 0.35252653]
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[-0.10721991]
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[ 0.00890032]
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[ 0.35792783]
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[ 0.11048037]
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[ 0.92075478]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.14623035 -0.05737152  0.06409064 ..., -0.04993811 -0.23370749
   0.08544015]
 [ 0.06921756 -0.06878492  0.02934097 ...,  0.31518807  0.0798012
   0.12793418]
 [ 0.1418384   0.21559341  0.23977081 ...,  0.03239147 -0.48180541
   0.08534273]
 ..., 
 [-0.03606211  0.29383618 -0.08236736 ..., -0.02515777  0.11123849
   0.15570497]
 [-0.18908264 -0.03776726  0.05858866 ...,  0.09610766 -0.05385036
   0.12459585]
 [-0.1025146  -0.04031357 -0.18051886 ...,  0.20674832 -0.16717068
   0.03803304]]
final_inputs_run [[-1.05809881]
 [-1.04827659]
 [-1.04673591]
 ..., 
 [-0.63898105]
 [-0.61280873]
 [-0.41969585]]
final_outputs_run [[-1.05809881]
 [-1.04827659]
 [-1.04673591]
 ..., 
 [-0.63898105]
 [-0.61280873]
 [-0.41969585]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
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16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.14623035 -0.05737152  0.06409064 ..., -0.04993811 -0.23370749
   0.08544015]
 [ 0.06921756 -0.06878492  0.02934097 ...,  0.31518807  0.0798012
   0.12793418]
 [ 0.1418384   0.21559341  0.23977081 ...,  0.03239147 -0.48180541
   0.08534273]
 ..., 
 [-0.03606211  0.29383618 -0.08236736 ..., -0.02515777  0.11123849
   0.15570497]
 [-0.18908264 -0.03776726  0.05858866 ...,  0.09610766 -0.05385036
   0.12459585]
 [-0.1025146  -0.04031357 -0.18051886 ...,  0.20674832 -0.16717068
   0.03803304]]
final_inputs_run [[-0.09511739]
 [ 0.18180386]
 [ 0.11963716]
 ..., 
 [-0.09292142]
 [-0.45274837]
 [-0.67743429]]
final_outputs_run [[-0.09511739]
 [ 0.18180386]
 [ 0.11963716]
 ..., 
 [-0.09292142]
 [-0.45274837]
 [-0.67743429]]
Progress: 26.2% ... Training loss: 0.626 ... Validation loss: 1.162[ 2.69368136]
[-0.1015785]
[-0.23481882]
[-0.73524323]
[-0.80056592]
[ 1.6913993]
[ 0.52193655]
[ 0.13522502]
[-0.50343118]
[ 0.61149909]
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[-0.45389249]
[ 1.09129604]
[ 0.62047016]
[ 0.62593452]
[ 1.55626861]
[-0.18935424]
[ 1.91153028]
[ 0.37920444]
[-0.34719342]
[-0.57690776]
[-0.02584314]
[-0.33945363]
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[-1.19648072]
[ 0.01470365]
[ 0.39260302]
[-0.92427272]
[-0.18807882]
[-0.43480618]
[-0.93441231]
[-0.24776898]
[ 0.28528953]
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[ 1.97602485]
[-0.49668965]
[ 1.85502451]
[-0.25061737]
[-0.7381296]
[ 1.93949107]
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[-0.18125729]
[ 1.27844888]
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[ 0.30837903]
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[ 2.03127175]
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[ 2.65746594]
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[ 0.36965258]
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[ 0.4718896]
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[ 2.30200439]
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[ 0.23539587]
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[ 0.88262661]
[ 1.76864486]
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[ 1.33508168]
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[ 2.45885103]
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[ 0.4588616]
[ 0.17640115]
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[-0.77768422]
[ 0.07419062]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.14530265 -0.0567841   0.06634432 ..., -0.05047517 -0.23595258
   0.08626716]
 [ 0.06926242 -0.06875575  0.02945929 ...,  0.3151628   0.07967492
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 [ 0.14240846  0.21591865  0.24113348 ...,  0.03208838 -0.48298892
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 ..., 
 [-0.03596189  0.29388525 -0.0821314  ..., -0.02521452  0.11101384
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 [-0.18903686 -0.03773883  0.05866687 ...,  0.09607782 -0.05389643
   0.12462972]
 [-0.10205316 -0.04003326 -0.17938368 ...,  0.20649374 -0.16825441
   0.03843197]]
final_inputs_run [[-0.98269248]
 [-0.97432729]
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 ..., 
 [-0.55898225]
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final_outputs_run [[-0.98269248]
 [-0.97432729]
 [-0.9681469 ]
 ..., 
 [-0.55898225]
 [-0.5334799 ]
 [-0.33804748]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.14530265 -0.0567841   0.06634432 ..., -0.05047517 -0.23595258
   0.08626716]
 [ 0.06926242 -0.06875575  0.02945929 ...,  0.3151628   0.07967492
   0.12797582]
 [ 0.14240846  0.21591865  0.24113348 ...,  0.03208838 -0.48298892
   0.0858248 ]
 ..., 
 [-0.03596189  0.29388525 -0.0821314  ..., -0.02521452  0.11101384
   0.15579336]
 [-0.18903686 -0.03773883  0.05866687 ...,  0.09607782 -0.05389643
   0.12462972]
 [-0.10205316 -0.04003326 -0.17938368 ...,  0.20649374 -0.16825441
   0.03843197]]
final_inputs_run [[-0.00788571]
 [ 0.26466285]
 [ 0.19976901]
 ..., 
 [-0.01300893]
 [-0.37404578]
 [-0.59924162]]
final_outputs_run [[-0.00788571]
 [ 0.26466285]
 [ 0.19976901]
 ..., 
 [-0.01300893]
 [-0.37404578]
 [-0.59924162]]
Progress: 26.4% ... Training loss: 0.619 ... Validation loss: 1.094[-0.53232359]
[-0.59389302]
[ 0.11025885]
[-0.30692887]
[-0.39489826]
[ 0.49677299]
[-0.00764233]
[ 1.10198561]
[-0.81149056]
[-1.04197927]
[ 0.5876913]
[-0.42789597]
[-0.26528869]
[ 0.16746896]
[-0.49705753]
[-0.2825473]
[ 0.02721857]
[ 0.54600832]
[ 1.78421999]
[ 0.2253052]
[ 1.90146011]
[-0.43220418]
[-0.14428636]
[-0.04556523]
[-0.69316191]
[-0.62632724]
[-0.89264743]
[-0.08545127]
[-0.84047997]
[-0.0634297]
[ 0.14041408]
[-0.30339854]
[-0.06434427]
[-0.11960021]
[ 0.06061397]
[-0.79838345]
[-0.29952959]
[-0.454593]
[ 0.05327541]
[-0.01062492]
[ 0.55345173]
[-1.18149704]
[-0.46335844]
[-0.1039581]
[ 1.1870433]
[ 0.4132331]
[-0.36621988]
[ 0.61327622]
[-0.29937389]
[ 0.16364981]
[ 1.14283227]
[ 0.99121024]
[ 1.02137084]
[-0.26143247]
[-0.37017875]
[-0.50638036]
[ 0.4363023]
[-0.98191683]
[-0.36577097]
[-0.08553443]
[-0.08816218]
[-0.93835606]
[-0.2938673]
[-0.04610498]
[-0.08429371]
[ 0.17183585]
[ 1.43075504]
[ 0.27139197]
[-0.50315663]
[ 1.39551857]
[ 0.65360334]
[ 0.09019811]
[-1.45949649]
[-0.47188757]
[-0.12269955]
[ 1.97508289]
[-0.2193711]
[ 0.74975485]
[-0.17081467]
[-0.12753526]
[-0.4142013]
[ 0.43056379]
[-0.04212509]
[ 0.0842318]
[-0.98756582]
[ 0.85281932]
[ 1.0328593]
[-0.71014135]
[ 1.67021222]
[-0.3825013]
[ 0.52457223]
[-0.9125128]
[-0.40997881]
[-0.76910603]
[ 0.2764705]
[ 0.14387508]
[-0.93488555]
[-0.3129461]
[-0.87556612]
[-0.52045413]
[-0.3353593]
[-0.52247665]
[-0.72678294]
[-0.37060089]
[-0.84296133]
[-0.32110071]
[ 0.15247147]
[ 2.28032317]
[-1.08503182]
[ 0.16266017]
[ 0.10248913]
[-0.69541608]
[-0.82603749]
[-0.49735111]
[ 1.8090309]
[ 2.59207384]
[-0.60227936]
[-1.00089794]
[-0.17175307]
[-1.13343987]
[ 0.65281408]
[-0.36008596]
[ 0.5172658]
[-0.2234731]
[ 2.13526385]
[ 0.42240663]
[-0.45201181]
[ 0.00371317]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.14510206 -0.05663924  0.06681773 ..., -0.05058832 -0.2362973
   0.08644942]
 [ 0.06925996 -0.06875547  0.02947179 ...,  0.31516309  0.07966786
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 [ 0.14273201  0.21613034  0.24189093 ...,  0.03192382 -0.48373449
   0.08609846]
 ..., 
 [-0.03624039  0.2937168  -0.08279447 ..., -0.02507664  0.11174318
   0.15554627]
 [-0.18915088 -0.03780539  0.05838586 ...,  0.09612833 -0.05357687
   0.12453293]
 [-0.10179528 -0.03986839 -0.17878832 ...,  0.20636057 -0.16883939
   0.03865867]]
final_inputs_run [[-0.99112989]
 [-0.98254801]
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 ..., 
 [-0.56331342]
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final_outputs_run [[-0.99112989]
 [-0.98254801]
 [-0.97721236]
 ..., 
 [-0.56331342]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.14510206 -0.05663924  0.06681773 ..., -0.05058832 -0.2362973
   0.08644942]
 [ 0.06925996 -0.06875547  0.02947179 ...,  0.31516309  0.07966786
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 [ 0.14273201  0.21613034  0.24189093 ...,  0.03192382 -0.48373449
   0.08609846]
 ..., 
 [-0.03624039  0.2937168  -0.08279447 ..., -0.02507664  0.11174318
   0.15554627]
 [-0.18915088 -0.03780539  0.05838586 ...,  0.09612833 -0.05357687
   0.12453293]
 [-0.10179528 -0.03986839 -0.17878832 ...,  0.20636057 -0.16883939
   0.03865867]]
final_inputs_run [[-0.01237141]
 [ 0.2578318 ]
 [ 0.19267388]
 ..., 
 [-0.018176  ]
 [-0.37820995]
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final_outputs_run [[-0.01237141]
 [ 0.2578318 ]
 [ 0.19267388]
 ..., 
 [-0.018176  ]
 [-0.37820995]
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Progress: 26.6% ... Training loss: 0.618 ... Validation loss: 1.098[-0.45216135]
[ 0.77138775]
[ 0.91215402]
[ 0.21139586]
[-0.99432192]
[-0.08455173]
[ 1.14744862]
[ 1.26233964]
[ 0.22756541]
[-0.70751568]
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[-0.17921017]
[ 2.38315848]
[-0.64579712]
[ 0.35352402]
[-0.41975139]
[-0.14498912]
[-0.30465583]
[ 0.0111901]
[-0.67969511]
[-0.97220913]
[-0.19621677]
[ 0.64985363]
[-0.30078117]
[ 0.07683982]
[ 0.8077676]
[-0.07261204]
[ 0.70315688]
[-0.32902538]
[-0.25645925]
[ 0.33090491]
[ 0.22101243]
[ 0.00705056]
[ 0.88302199]
[-0.23630857]
[ 0.45703745]
[-0.66403272]
[ 0.39643201]
[-0.12854099]
[-0.73935636]
[-0.0818995]
[-0.22918847]
[-0.39417425]
[-0.30791598]
[-0.37510136]
[ 0.41454369]
[ 1.26966915]
[ 0.05040135]
[-0.78131175]
[-0.36094931]
[-0.08320967]
[-0.69662954]
[-0.39186922]
[-0.12277848]
[-1.22807896]
[-0.4154107]
[ 1.60365936]
[ 0.99774335]
[-0.34623623]
[-0.11441651]
[-0.03437796]
[-0.29939915]
[-0.46391347]
[ 0.8536279]
[ 0.05195451]
[-0.83233036]
[-0.0459544]
[ 1.31849627]
[-0.11403768]
[-0.48513798]
[ 0.23941767]
[-0.19166257]
[-0.96507741]
[-0.80429759]
[ 1.43779515]
[-0.10065036]
[-0.01850701]
[-0.59286407]
[-0.76691615]
[-0.74903702]
[-0.32535673]
[-0.53362943]
[ 2.61398244]
[ 2.88683024]
[-1.45436018]
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[-0.31507612]
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[ 2.42788079]
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[ 0.01471225]
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[ 0.0778139]
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[ 0.36246408]
[ 0.35600252]
[ 1.31067122]
[ 0.76312417]
[-1.11638375]
[-0.98108289]
[ 1.12749434]
[-0.07786856]
[-0.10917221]
[ 0.53884171]
[-0.65522926]
[-0.06738189]
[ 0.05214219]
[ 1.50898251]
[ 0.14976923]
[ 1.05157041]
[ 0.24083117]
[-0.63116478]
[ 0.06278795]
[-0.13174368]
[ 0.17239296]
[-0.46197001]
[-0.88650448]
[ 0.97388948]
[-1.02193937]
[ 1.45113713]
[ 0.16062773]
[-0.15787778]
[-0.32638823]
[ 0.0948921]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.14460783 -0.05631307  0.06801387 ..., -0.05084423 -0.23726697
   0.08688074]
 [ 0.06922092 -0.0687806   0.02936009 ...,  0.31518597  0.07978207
   0.12793913]
 [ 0.14337198  0.2165444   0.24338694 ...,  0.0315942  -0.48496732
   0.08666651]
 ..., 
 [-0.03642304  0.29361196 -0.08325299 ..., -0.02498292  0.11221144
   0.15537999]
 [-0.18883746 -0.03760998  0.05912064 ...,  0.09596673 -0.05431454
   0.12481217]
 [-0.10178242 -0.03985894 -0.17875307 ...,  0.20635234 -0.16875769
   0.03866772]]
final_inputs_run [[-0.99179532]
 [-0.98375805]
 [-0.97810323]
 ..., 
 [-0.56346598]
 [-0.53621247]
 [-0.3404164 ]]
final_outputs_run [[-0.99179532]
 [-0.98375805]
 [-0.97810323]
 ..., 
 [-0.56346598]
 [-0.53621247]
 [-0.3404164 ]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
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16850          0  
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16860          0  
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16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.14460783 -0.05631307  0.06801387 ..., -0.05084423 -0.23726697
   0.08688074]
 [ 0.06922092 -0.0687806   0.02936009 ...,  0.31518597  0.07978207
   0.12793913]
 [ 0.14337198  0.2165444   0.24338694 ...,  0.0315942  -0.48496732
   0.08666651]
 ..., 
 [-0.03642304  0.29361196 -0.08325299 ..., -0.02498292  0.11221144
   0.15537999]
 [-0.18883746 -0.03760998  0.05912064 ...,  0.09596673 -0.05431454
   0.12481217]
 [-0.10178242 -0.03985894 -0.17875307 ...,  0.20635234 -0.16875769
   0.03866772]]
final_inputs_run [[-0.00648586]
 [ 0.2667317 ]
 [ 0.20187433]
 ..., 
 [-0.01178502]
 [-0.37516386]
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final_outputs_run [[-0.00648586]
 [ 0.2667317 ]
 [ 0.20187433]
 ..., 
 [-0.01178502]
 [-0.37516386]
 [-0.60159889]]
Progress: 26.8% ... Training loss: 0.617 ... Validation loss: 1.092[-0.01611229]
[-0.5060495]
[-0.44335547]
[-0.28608364]
[ 0.2918322]
[-0.20255964]
[-0.0684898]
[ 0.01160644]
[-0.27946818]
[ 2.2295583]
[-0.18959482]
[ 1.37590553]
[-0.87539535]
[-0.69564802]
[-0.08368808]
[-0.28320184]
[ 0.44098619]
[ 0.76152135]
[ 0.34988905]
[-0.41070246]
[ 1.76320545]
[ 2.81483036]
[ 0.11544666]
[-0.43715935]
[ 0.9832594]
[-0.35667393]
[ 0.5777543]
[ 0.0159687]
[-0.0369075]
[-0.08105814]
[-0.61873998]
[ 0.02716681]
[ 0.95411635]
[-0.33399828]
[-0.51711006]
[-0.41982116]
[-0.02622205]
[ 0.05528242]
[-0.04522555]
[-0.82301052]
[-0.68323424]
[ 0.30646784]
[-0.11442628]
[-0.57997481]
[-0.00110976]
[-0.74466962]
[-0.15645951]
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[-0.97591951]
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[ 0.53203245]
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[ 0.79306568]
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[ 0.27081933]
[-0.56835133]
[ 0.71089744]
[-0.37242883]
[-1.00288359]
[ 1.68747353]
[ 0.70207652]
[-0.48088266]
[ 0.29296696]
[-0.46363012]
[-0.45454549]
[ 0.74800296]
[-0.67064189]
[-1.2030056]
[ 0.00206863]
[ 0.20617554]
[ 0.22761203]
[ 0.63675521]
[-0.57487518]
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[ 0.37087387]
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[ 0.78111414]
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[ 0.60780699]
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[ 0.1622206]
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[ 1.7273755]
[ 1.6918611]
[-0.46339586]
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[ 0.2592534]
[ 1.41227886]
[-0.13779351]
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[ 1.76272852]
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[ 0.28512887]
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[ 0.32991749]
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[ 0.59233972]
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[ 0.22231905]
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[ 1.13440392]
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[-0.35661627]
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[ 1.00212608]
[ 0.22846778]
[-0.11979368]
[-1.02363354]
[-1.05173727]
[ 0.03608627]
[ 0.27666224]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
15419          0          0          1          0          0          0   
15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.14463417 -0.05631295  0.06799467 ..., -0.05083894 -0.23715493
   0.08686725]
 [ 0.06921472 -0.06878457  0.02934496 ...,  0.31518715  0.07979291
   0.127933  ]
 [ 0.14318358  0.21643413  0.24273331 ...,  0.0316961  -0.4846483
   0.08649535]
 ..., 
 [-0.0366028   0.29350525 -0.08371159 ..., -0.02489064  0.11270648
   0.15521284]
 [-0.188836   -0.03760627  0.05913692 ...,  0.09596087 -0.0543096
   0.12481625]
 [-0.10182672 -0.03988446 -0.17884315 ...,  0.20637464 -0.16859973
   0.03863228]]
final_inputs_run [[-1.0138754 ]
 [-1.00603018]
 [-1.00134202]
 ..., 
 [-0.58646145]
 [-0.55826632]
 [-0.36273133]]
final_outputs_run [[-1.0138754 ]
 [-1.00603018]
 [-1.00134202]
 ..., 
 [-0.58646145]
 [-0.55826632]
 [-0.36273133]]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
16858          0          1          0          0          0          0   
16859          0          1          0          0          0          0   
16860          0          1          0          0          0          0   
16861          0          1          0          0          0          0   
16862          0          1          0          0          0          0   
16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
16865          0          1          0          0          0          0   
16866          0          1          0          0          0          0   
16867          0          1          0          0          0          0   
16868          0          1          0          0          0          0   
16869          0          1          0          0          0          0   
16870          0          1          0          0          0          0   
16871          0          1          0          0          0          0   
16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
15444          0  
15445          0  
15446          0  
15447          0  
15448          0  
15449          0  
15450          0  
15451          0  
15452          0  
15453          0  
15454          0  
15455          0  
15456          0  
15457          0  
15458          0  
15459          0  
15460          0  
15461          0  
15462          0  
15463          0  
15464          0  
...          ...  
16845          0  
16846          0  
16847          0  
16848          0  
16849          0  
16850          0  
16851          0  
16852          0  
16853          0  
16854          0  
16855          0  
16856          0  
16857          0  
16858          0  
16859          0  
16860          0  
16861          0  
16862          0  
16863          0  
16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.14463417 -0.05631295  0.06799467 ..., -0.05083894 -0.23715493
   0.08686725]
 [ 0.06921472 -0.06878457  0.02934496 ...,  0.31518715  0.07979291
   0.127933  ]
 [ 0.14318358  0.21643413  0.24273331 ...,  0.0316961  -0.4846483
   0.08649535]
 ..., 
 [-0.0366028   0.29350525 -0.08371159 ..., -0.02489064  0.11270648
   0.15521284]
 [-0.188836   -0.03760627  0.05913692 ...,  0.09596087 -0.0543096
   0.12481625]
 [-0.10182672 -0.03988446 -0.17884315 ...,  0.20637464 -0.16859973
   0.03863228]]
final_inputs_run [[-0.03043795]
 [ 0.24042949]
 [ 0.17583734]
 ..., 
 [-0.03651452]
 [-0.39872495]
 [-0.62444451]]
final_outputs_run [[-0.03043795]
 [ 0.24042949]
 [ 0.17583734]
 ..., 
 [-0.03651452]
 [-0.39872495]
 [-0.62444451]]
Progress: 27.0% ... Training loss: 0.617 ... Validation loss: 1.111[-0.45072452]
[-0.08706491]
[ 0.08201409]
[-0.36994827]
[ 1.17154146]
[ 2.59407435]
[ 2.76574313]
[-0.66504062]
[ 0.91201408]
[-0.56887301]
[-0.41920459]
[ 0.04730269]
[ 1.33129827]
[ 0.2434964]
[ 0.01750677]
[ 0.08670002]
[-0.06976674]
[ 0.3497423]
[ 0.40126883]
[-0.27311214]
[-0.08075686]
[-0.11170737]
[ 1.21629811]
[ 0.32144528]
[-0.37204203]
[-0.74894363]
[ 0.31220698]
[-0.95779217]
[-0.28445045]
[-0.64745309]
[ 0.52861766]
[-0.22499324]
[ 1.65910437]
[-0.43094213]
[-1.11623726]
[-0.97659636]
[-0.49344538]
[-1.25037464]
[ 0.03327966]
[ 2.58062252]
[ 1.97364931]
[-0.20590792]
[-0.17543816]
[ 0.1233751]
[-0.22993132]
[ 1.24210033]
[ 0.05204514]
[-0.40778748]
[ 0.27635535]
[-0.09553457]
[-0.41597201]
[ 0.20347796]
[ 0.12714871]
[-0.63228712]
[ 0.64712487]
[ 0.60026244]
[-0.37971418]
[-0.4119552]
[ 0.64985367]
[-0.97297947]
[-1.27687961]
[-0.15059459]
[-0.42982468]
[ 0.47570837]
[ 1.2517599]
[ 1.83640493]
[ 0.7130766]
[ 0.70842755]
[ 1.46628334]
[-0.35282751]
[-0.0416973]
[-0.37865853]
[ 2.57009587]
[-0.55092667]
[ 0.415506]
[ 0.512249]
[-1.11644541]
[-0.76249029]
[-1.09170789]
[-0.90853436]
[ 2.24000301]
[-0.4517338]
[ 0.15644732]
[-0.34382117]
[-0.26887859]
[ 0.2682141]
[-0.96823475]
[-0.77603388]
[ 2.22344451]
[-0.28277318]
[-0.30920592]
[-0.32370105]
[ 0.35302157]
[ 1.80106538]
[ 0.36511826]
[ 2.21302309]
[ 0.22640627]
[-0.2996081]
[ 1.09857824]
[-0.48695597]
[-0.58569269]
[ 0.66358592]
[-0.39679733]
[ 0.35824392]
[-0.09840785]
[-0.85417171]
[ 0.2069915]
[ 1.44767066]
[-0.04480013]
[-0.71644319]
[-0.17724527]
[ 1.17822601]
[ 0.36955219]
[ 0.13426173]
[-0.05978676]
[-0.15989708]
[-0.37767928]
[ 0.54857149]
[ 2.33042602]
[ 0.67733611]
[ 3.32677121]
[ 0.44442225]
[-0.18459073]
[ 0.39477392]
[-0.70893146]
[ 0.44731526]
[-0.0490927]
[-0.3161472]
features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
0       0        0 -1.334609  0.947345  -1.553844         1         0   
1       0        0 -1.438475  0.895513  -1.553844         1         0   
2       0        0 -1.438475  0.895513  -1.553844         1         0   
3       0        0 -1.334609  0.636351  -1.553844         1         0   
4       0        0 -1.334609  0.636351  -1.553844         1         0   
5       0        0 -1.334609  0.636351  -0.821460         1         0   
6       0        0 -1.438475  0.895513  -1.553844         1         0   
7       0        0 -1.542341  1.206507  -1.553844         1         0   
8       0        0 -1.334609  0.636351  -1.553844         1         0   
9       0        0 -0.919146  0.688184  -1.553844         1         0   
10      0        0 -0.607548  0.688184   0.519881         1         0   
11      0        0 -0.711414  0.947345   0.764282         1         0   
12      0        0 -0.399817  0.740016   0.764282         1         0   
13      0        0 -0.192085  0.480854   0.886073         1         0   
14      0        0 -0.192085  0.480854   0.764282         1         0   
15      0        0 -0.295951  0.740016   0.886073         1         0   
16      0        0 -0.399817  0.999178   0.886073         1         0   
17      0        0 -0.295951  0.999178   0.764282         1         0   
18      0        0 -0.399817  1.310171   0.519881         1         0   
19      0        0 -0.399817  1.310171   0.519881         1         0   
20      0        0 -0.503683  1.258339   0.519881         1         0   
21      0        0 -0.503683  1.258339   0.031898         1         0   
22      0        0 -0.503683  1.621165   0.276298         1         0   
23      0        0 -0.192085  1.310171   0.886073         1         0   
24      0        0 -0.192085  1.310171   0.886073         1         0   
25      0        0 -0.295951  1.621165   0.519881         1         0   
26      0        0 -0.399817  1.932159   0.764282         1         0   
27      0        0 -0.192085  1.621165   0.031898         1         0   
28      0        0 -0.192085  1.621165   0.031898         1         0   
29      0        0 -0.399817  0.740016   0.886073         1         0   
...    ..      ...       ...       ...        ...       ...       ...   
15405   1        0 -0.711414  1.258339   0.519881         0         0   
15406   1        0 -0.711414  1.258339   0.764282         0         0   
15407   1        0 -0.711414  1.258339  -0.211685         0         0   
15408   1        0 -0.607548  0.999178   0.031898         0         0   
15409   1        0 -0.607548  0.999178   0.519881         0         0   
15410   1        0 -0.607548  1.051010   0.519881         0         0   
15411   1        0 -0.399817  0.895513   0.031898         0         0   
15412   1        0 -0.399817  0.740016   0.276298         0         0   
15413   1        0 -0.295951  0.636351   0.276298         0         0   
15414   1        0 -0.088219  0.325357   0.031898         0         0   
15415   1        0 -0.088219  0.325357   0.031898         0         0   
15416   1        0  0.015647  0.221693  -0.456086         0         0   
15417   1        0  0.223378  0.066196   0.031898         0         0   
15418   1        0  0.119512  0.014364  -0.211685         0         0   
15419   1        0  0.015647  0.480854  -0.211685         0         0   
15420   1        0  0.119512  0.273525  -0.211685         0         0   
15421   1        0  0.015647  0.480854   0.276298         0         0   
15422   1        0  0.015647  0.480854  -0.211685         0         0   
15423   1        0  0.015647  0.480854  -0.211685         0         0   
15424   1        0 -0.088219  0.740016  -0.456086         0         0   
15425   1        0 -0.088219  0.740016  -0.821460         0         0   
15426   1        0 -0.088219  0.740016  -0.821460         0         0   
15427   1        0 -0.192085  1.310171  -0.821460         0         0   
15428   1        0 -0.192085  1.310171  -1.553844         0         0   
15429   1        0 -0.192085  1.310171  -1.553844         0         0   
15430   1        0 -0.192085  1.310171  -1.553844         0         0   
15431   1        0 -0.192085  1.310171  -0.699669         0         0   
15432   1        0 -0.192085  1.310171  -0.821460         0         0   
15433   1        0 -0.192085  1.310171  -0.821460         0         0   
15434   1        0 -0.192085  0.999178  -0.699669         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
0             0         0             1    ...          0      0      0   
1             0         0             1    ...          0      0      0   
2             0         0             1    ...          0      0      0   
3             0         0             1    ...          0      0      0   
4             0         0             1    ...          0      0      0   
5             0         0             0    ...          0      0      0   
6             0         0             1    ...          0      0      0   
7             0         0             1    ...          0      0      0   
8             0         0             1    ...          0      0      0   
9             0         0             1    ...          0      0      0   
10            0         0             1    ...          0      0      0   
11            0         0             1    ...          0      0      0   
12            0         0             1    ...          0      0      0   
13            0         0             0    ...          0      0      0   
14            0         0             0    ...          0      0      0   
15            0         0             0    ...          0      0      0   
16            0         0             0    ...          0      0      0   
17            0         0             0    ...          0      0      0   
18            0         0             0    ...          0      0      0   
19            0         0             0    ...          0      0      0   
20            0         0             0    ...          0      0      0   
21            0         0             0    ...          1      0      0   
22            0         0             0    ...          0      1      0   
23            0         0             0    ...          0      0      1   
24            0         0             0    ...          0      0      0   
25            0         0             0    ...          0      0      0   
26            0         0             0    ...          0      0      0   
27            0         0             0    ...          0      0      0   
28            0         0             0    ...          0      0      0   
29            0         0             0    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
15405         0         1             0    ...          0      0      0   
15406         0         1             0    ...          0      0      0   
15407         0         1             0    ...          0      0      0   
15408         0         1             0    ...          0      0      0   
15409         0         1             0    ...          0      0      0   
15410         0         1             1    ...          0      0      0   
15411         0         1             0    ...          0      0      0   
15412         0         1             0    ...          0      0      0   
15413         0         1             0    ...          0      0      0   
15414         0         1             0    ...          0      0      0   
15415         0         1             0    ...          0      0      0   
15416         0         1             0    ...          0      0      0   
15417         0         1             0    ...          0      0      0   
15418         0         1             0    ...          0      0      0   
15419         0         1             0    ...          0      0      0   
15420         0         1             0    ...          0      0      0   
15421         0         1             0    ...          0      0      0   
15422         0         1             0    ...          0      0      0   
15423         0         1             0    ...          0      0      0   
15424         0         1             0    ...          1      0      0   
15425         0         1             0    ...          0      1      0   
15426         0         1             0    ...          0      0      1   
15427         0         1             0    ...          0      0      0   
15428         0         1             0    ...          0      0      0   
15429         0         1             0    ...          0      0      0   
15430         0         1             0    ...          0      0      0   
15431         0         1             0    ...          0      0      0   
15432         0         1             0    ...          0      0      0   
15433         0         1             0    ...          0      0      0   
15434         0         1             1    ...          0      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
0              0          0          0          0          0          0   
1              0          0          0          0          0          0   
2              0          0          0          0          0          0   
3              0          0          0          0          0          0   
4              0          0          0          0          0          0   
5              0          0          0          0          0          0   
6              0          0          0          0          0          0   
7              0          0          0          0          0          0   
8              0          0          0          0          0          0   
9              0          0          0          0          0          0   
10             0          0          0          0          0          0   
11             0          0          0          0          0          0   
12             0          0          0          0          0          0   
13             0          0          0          0          0          0   
14             0          0          0          0          0          0   
15             0          0          0          0          0          0   
16             0          0          0          0          0          0   
17             0          0          0          0          0          0   
18             0          0          0          0          0          0   
19             0          0          0          0          0          0   
20             0          0          0          0          0          0   
21             0          0          0          0          0          0   
22             0          0          0          0          0          0   
23             0          0          0          0          0          0   
24             1          0          0          0          0          0   
25             1          0          0          0          0          0   
26             1          0          0          0          0          0   
27             1          0          0          0          0          0   
28             1          0          0          0          0          0   
29             1          0          0          0          0          0   
...          ...        ...        ...        ...        ...        ...   
15405          0          0          1          0          0          0   
15406          0          0          1          0          0          0   
15407          0          0          1          0          0          0   
15408          0          0          1          0          0          0   
15409          0          0          1          0          0          0   
15410          0          0          1          0          0          0   
15411          0          0          1          0          0          0   
15412          0          0          1          0          0          0   
15413          0          0          1          0          0          0   
15414          0          0          1          0          0          0   
15415          0          0          1          0          0          0   
15416          0          0          1          0          0          0   
15417          0          0          1          0          0          0   
15418          0          0          1          0          0          0   
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15420          0          0          1          0          0          0   
15421          0          0          1          0          0          0   
15422          0          0          1          0          0          0   
15423          0          0          1          0          0          0   
15424          0          0          1          0          0          0   
15425          0          0          1          0          0          0   
15426          0          0          1          0          0          0   
15427          0          0          0          1          0          0   
15428          0          0          0          1          0          0   
15429          0          0          0          1          0          0   
15430          0          0          0          1          0          0   
15431          0          0          0          1          0          0   
15432          0          0          0          1          0          0   
15433          0          0          0          1          0          0   
15434          0          0          0          1          0          0   

       weekday_6  
0              1  
1              1  
2              1  
3              1  
4              1  
5              1  
6              1  
7              1  
8              1  
9              1  
10             1  
11             1  
12             1  
13             1  
14             1  
15             1  
16             1  
17             1  
18             1  
19             1  
20             1  
21             1  
22             1  
23             1  
24             0  
25             0  
26             0  
27             0  
28             0  
29             0  
...          ...  
15405          0  
15406          0  
15407          0  
15408          0  
15409          0  
15410          0  
15411          0  
15412          0  
15413          0  
15414          0  
15415          0  
15416          0  
15417          0  
15418          0  
15419          0  
15420          0  
15421          0  
15422          0  
15423          0  
15424          0  
15425          0  
15426          0  
15427          0  
15428          0  
15429          0  
15430          0  
15431          0  
15432          0  
15433          0  
15434          0  

[15435 rows x 56 columns]
self.weights_input_to_hidden [[-0.14354756 -0.05561209  0.070723   ..., -0.05142287 -0.23972451
   0.08786968]
 [ 0.06919947 -0.06879739  0.02929053 ...,  0.31519839  0.07985092
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 [ 0.14376412  0.21682892  0.24422541 ...,  0.03137813 -0.48589172
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 ..., 
 [-0.0364839   0.29357377 -0.08346358 ..., -0.02494676  0.11247844
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 [-0.18854274 -0.03741647  0.05980396 ...,  0.09579804 -0.05505919
   0.12508301]
 [-0.10147715 -0.03965676 -0.1779403  ...,  0.20619436 -0.1694246   0.038956  ]]
final_inputs_run [[-0.92453124]
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 ..., 
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final_outputs_run [[-0.92453124]
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 ..., 
 [-0.49195698]
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features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
15435   1        0  0.015647  0.740016  -0.211685         0         0   
15436   1        0  0.223378 -0.141133   0.764282         0         0   
15437   1        0  0.327244 -0.555792   0.886073         0         0   
15438   1        0  0.223378 -0.555792   0.031898         0         0   
15439   1        0  0.223378 -0.348463   0.276298         0         0   
15440   1        0  0.327244 -0.711289  -1.553844         0         0   
15441   1        0  0.534976 -1.177780  -0.211685         0         0   
15442   1        0  0.534976 -1.177780  -0.211685         0         0   
15443   1        0  0.534976 -1.177780   0.276298         0         0   
15444   1        0  0.431110 -1.022283   0.276298         0         0   
15445   1        0  0.327244 -0.711289  -0.211685         0         0   
15446   1        0  0.327244 -0.866786   3.204199         0         0   
15447   1        0  0.119512 -0.763121   2.471815         0         0   
15448   1        0  0.015647 -0.607624   1.374057         0         0   
15449   1        0 -0.192085 -0.400295   0.886073         0         0   
15450   1        0 -0.295951 -0.244798   0.031898         0         0   
15451   1        0 -0.295951 -0.607624  -0.456086         0         0   
15452   1        0 -0.295951 -0.814953   0.031898         0         0   
15453   1        0 -0.399817 -0.659457  -0.456086         0         0   
15454   1        0 -0.399817 -0.814953   0.886073         0         0   
15455   1        0 -0.503683 -0.659457   0.519881         0         0   
15456   1        0 -0.711414 -0.659457  -0.211685         0         0   
15457   1        0 -0.711414 -0.659457  -0.211685         0         0   
15458   1        0 -0.711414 -0.659457   0.519881         0         0   
15459   1        0 -0.607548 -0.866786   1.618457         0         0   
15460   1        0 -0.503683 -1.022283   1.618457         0         0   
15461   1        0 -0.295951 -1.125947   1.374057         0         0   
15462   1        0 -0.192085 -1.385109  -1.553844         0         0   
15463   1        0 -0.192085 -1.385109  -1.553844         0         0   
15464   1        0  0.015647 -1.644271  -0.699669         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
16845   1        0 -0.711414  1.569333  -0.211685         0         0   
16846   1        0 -0.711414  1.569333  -0.456086         0         0   
16847   1        0 -0.711414  1.569333  -0.821460         0         0   
16848   1        0 -0.607548  1.621165  -0.821460         0         0   
16849   1        0 -0.711414  1.932159  -0.821460         0         0   
16850   1        0 -0.711414  1.932159  -0.699669         0         0   
16851   1        0 -0.711414  1.569333  -0.699669         0         0   
16852   1        0 -0.711414  1.932159  -0.821460         0         0   
16853   1        0 -0.711414  1.932159  -0.821460         0         0   
16854   1        0 -0.711414  1.932159  -1.553844         0         0   
16855   1        0 -0.607548  1.621165  -0.699669         0         0   
16856   1        0 -0.607548  1.621165  -0.699669         0         0   
16857   1        0 -0.607548  1.621165  -0.699669         0         0   
16858   1        0 -0.607548  1.621165  -0.699669         0         0   
16859   1        0 -0.607548  1.621165  -0.211685         0         0   
16860   1        0 -0.607548  1.621165   0.519881         0         0   
16861   1        0 -0.399817  1.932159   0.519881         0         0   
16862   1        0 -0.399817  1.932159   0.276298         0         0   
16863   1        0 -0.295951  1.621165   0.276298         0         0   
16864   1        0 -0.192085  1.621165   0.276298         0         0   
16865   1        0 -0.295951  1.932159   0.276298         0         0   
16866   1        0 -0.295951  1.932159   0.276298         0         0   
16867   1        0  0.015647  1.621165   0.276298         0         0   
16868   1        0  0.015647  1.258339  -0.211685         0         0   
16869   1        0  0.015647  1.310171  -0.699669         0         0   
16870   1        0 -0.088219  0.999178   0.764282         0         0   
16871   1        0 -0.192085  1.310171   0.764282         0         0   
16872   1        0  0.119512  0.740016   0.764282         0         0   
16873   1        0 -0.192085  1.310171   0.519881         0         0   
16874   1        0 -0.192085  1.621165   0.031898         0         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
15435         0         1             1    ...          0      0      0   
15436         0         1             1    ...          0      0      0   
15437         0         1             1    ...          0      0      0   
15438         0         1             1    ...          0      0      0   
15439         0         1             1    ...          0      0      0   
15440         0         1             1    ...          0      0      0   
15441         0         1             1    ...          0      0      0   
15442         0         1             1    ...          0      0      0   
15443         0         1             1    ...          0      0      0   
15444         0         1             1    ...          0      0      0   
15445         0         1             0    ...          0      0      0   
15446         0         1             0    ...          0      0      0   
15447         0         1             1    ...          0      0      0   
15448         0         1             1    ...          1      0      0   
15449         0         1             1    ...          0      1      0   
15450         0         1             1    ...          0      0      1   
15451         0         1             1    ...          0      0      0   
15452         0         1             1    ...          0      0      0   
15453         0         1             1    ...          0      0      0   
15454         0         1             1    ...          0      0      0   
15455         0         1             1    ...          0      0      0   
15456         0         1             1    ...          0      0      0   
15457         0         1             1    ...          0      0      0   
15458         0         1             1    ...          0      0      0   
15459         0         1             1    ...          0      0      0   
15460         0         1             1    ...          0      0      0   
15461         0         1             1    ...          0      0      0   
15462         0         1             1    ...          0      0      0   
15463         0         1             1    ...          0      0      0   
15464         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
16845         0         1             0    ...          0      0      0   
16846         0         1             0    ...          0      0      0   
16847         0         1             0    ...          0      0      0   
16848         0         1             0    ...          0      0      0   
16849         0         1             0    ...          0      0      0   
16850         0         1             0    ...          1      0      0   
16851         0         1             0    ...          0      1      0   
16852         0         1             0    ...          0      0      1   
16853         0         1             0    ...          0      0      0   
16854         0         1             0    ...          0      0      0   
16855         0         1             0    ...          0      0      0   
16856         0         1             0    ...          0      0      0   
16857         0         1             0    ...          0      0      0   
16858         0         1             0    ...          0      0      0   
16859         0         1             0    ...          0      0      0   
16860         0         1             0    ...          0      0      0   
16861         0         1             0    ...          0      0      0   
16862         0         1             0    ...          0      0      0   
16863         0         1             0    ...          0      0      0   
16864         0         1             0    ...          0      0      0   
16865         0         1             0    ...          0      0      0   
16866         0         1             0    ...          0      0      0   
16867         0         1             0    ...          0      0      0   
16868         0         1             0    ...          0      0      0   
16869         0         1             0    ...          0      0      0   
16870         0         1             0    ...          0      0      0   
16871         0         1             0    ...          0      0      0   
16872         0         1             1    ...          0      0      0   
16873         0         1             1    ...          0      0      0   
16874         0         1             0    ...          1      0      0   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
15435          0          0          0          1          0          0   
15436          0          0          0          1          0          0   
15437          0          0          0          1          0          0   
15438          0          0          0          1          0          0   
15439          0          0          0          1          0          0   
15440          0          0          0          1          0          0   
15441          0          0          0          1          0          0   
15442          0          0          0          1          0          0   
15443          0          0          0          1          0          0   
15444          0          0          0          1          0          0   
15445          0          0          0          1          0          0   
15446          0          0          0          1          0          0   
15447          0          0          0          1          0          0   
15448          0          0          0          1          0          0   
15449          0          0          0          1          0          0   
15450          0          0          0          1          0          0   
15451          0          0          0          0          1          0   
15452          0          0          0          0          1          0   
15453          0          0          0          0          1          0   
15454          0          0          0          0          1          0   
15455          0          0          0          0          1          0   
15456          0          0          0          0          1          0   
15457          0          0          0          0          1          0   
15458          0          0          0          0          1          0   
15459          0          0          0          0          1          0   
15460          0          0          0          0          1          0   
15461          0          0          0          0          1          0   
15462          0          0          0          0          1          0   
15463          0          0          0          0          1          0   
15464          0          0          0          0          1          0   
...          ...        ...        ...        ...        ...        ...   
16845          1          0          0          0          0          0   
16846          1          0          0          0          0          0   
16847          1          0          0          0          0          0   
16848          1          0          0          0          0          0   
16849          1          0          0          0          0          0   
16850          1          0          0          0          0          0   
16851          1          0          0          0          0          0   
16852          1          0          0          0          0          0   
16853          0          1          0          0          0          0   
16854          0          1          0          0          0          0   
16855          0          1          0          0          0          0   
16856          0          1          0          0          0          0   
16857          0          1          0          0          0          0   
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16861          0          1          0          0          0          0   
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16863          0          1          0          0          0          0   
16864          0          1          0          0          0          0   
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16870          0          1          0          0          0          0   
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16872          0          1          0          0          0          0   
16873          0          1          0          0          0          0   
16874          0          1          0          0          0          0   

       weekday_6  
15435          0  
15436          0  
15437          0  
15438          0  
15439          0  
15440          0  
15441          0  
15442          0  
15443          0  
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15445          0  
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15460          0  
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15462          0  
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15464          0  
...          ...  
16845          0  
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16848          0  
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16856          0  
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16860          0  
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16864          0  
16865          0  
16866          0  
16867          0  
16868          0  
16869          0  
16870          0  
16871          0  
16872          0  
16873          0  
16874          0  

[1440 rows x 56 columns]
self.weights_input_to_hidden [[-0.14354756 -0.05561209  0.070723   ..., -0.05142287 -0.23972451
   0.08786968]
 [ 0.06919947 -0.06879739  0.02929053 ...,  0.31519839  0.07985092
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 [ 0.14376412  0.21682892  0.24422541 ...,  0.03137813 -0.48589172
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 ..., 
 [-0.0364839   0.29357377 -0.08346358 ..., -0.02494676  0.11247844
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 [-0.18854274 -0.03741647  0.05980396 ...,  0.09579804 -0.05505919
   0.12508301]
 [-0.10147715 -0.03965676 -0.1779403  ...,  0.20619436 -0.1694246   0.038956  ]]
final_inputs_run [[ 0.07366543]
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 ..., 
 [ 0.06224602]
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final_outputs_run [[ 0.07366543]
 [ 0.34223996]
 [ 0.27384297]
 ..., 
 [ 0.06224602]
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Progress: 27.2% ... Training loss: 0.620 ... Validation loss: 1.039[-0.66388821]
[-0.53670949]
[ 1.34525525]
[ 0.07647399]
[-0.16318603]
[-0.1773326]
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[ 1.18390687]
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[ 0.00464183]
[ 0.193914]
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[ 2.59029324]
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[ 1.11125579]
[-0.40461726]
[ 1.08003753]
[-0.17464108]
[ 0.49186128]
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[ 0.41143913]
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[ 1.66209304]
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[ 2.08302232]
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[ 1.29383657]
[ 0.23601124]
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[-1.15014954]
[ 0.19637478]
[-0.29686331]
[-0.21616059]
[-0.26069418]
[-1.13307346]
[-0.36343716]
[-0.17900051]
[-0.47661889]
[ 0.50149877]
[-0.75105901]
[-0.00292543]
[-0.72055406]
[-0.4155942]
[ 0.77974808]
[ 1.52876035]
[-0.60406493]
[-1.29548081]
[ 1.64672131]
[ 0.07340849]
features
In [ ]:
plt.plot(losses['train'], label='Training loss')
plt.plot(losses['validation'], label='Validation loss')
plt.legend()
_ = plt.ylim()

Check out your predictions

Here, use the test data to view how well your network is modeling the data. If something is completely wrong here, make sure each step in your network is implemented correctly.

In [15]:
fig, ax = plt.subplots(figsize=(8,4))

mean, std = scaled_features['cnt']
predictions = network.run(test_features).T*std + mean
ax.plot(predictions[0], label='Prediction')
ax.plot((test_targets['cnt']*std + mean).values, label='Data')
ax.set_xlim(right=len(predictions))
ax.legend()

dates = pd.to_datetime(rides.ix[test_data.index]['dteday'])
dates = dates.apply(lambda d: d.strftime('%b %d'))
ax.set_xticks(np.arange(len(dates))[12::24])
_ = ax.set_xticklabels(dates[12::24], rotation=45)

features        yr  holiday      temp       hum  windspeed  season_1  season_2  \
16875   1        0  0.015647  0.999178   0.276298         0         0   
16876   1        0 -0.192085  1.310171   0.519881         0         0   
16877   1        0 -0.192085  0.740016   2.228232         0         0   
16878   1        0 -0.399817  0.429022   2.106440         0         0   
16879   1        0 -0.503683  0.169861   1.130474         0         0   
16880   1        0 -0.711414  0.688184   0.764282         0         0   
16881   1        0 -0.815280  0.688184   0.764282         0         0   
16882   1        0 -0.815280  0.429022   1.130474         0         0   
16883   1        0 -0.815280  0.429022   0.886073         0         0   
16884   1        0 -0.815280  0.169861   1.862040         0         0   
16885   1        0 -0.815280 -0.089301   0.886073         0         0   
16886   1        0 -0.815280 -0.089301   1.618457         0         0   
16887   1        0 -0.711414 -0.296630   1.130474         0         0   
16888   1        0 -0.711414 -0.503960   1.374057         0         0   
16889   1        0 -0.711414 -0.503960   2.106440         0         0   
16890   1        0 -0.607548 -0.659457   0.276298         0         0   
16891   1        0 -0.607548 -0.659457   0.276298         0         0   
16892   1        0 -0.607548 -0.659457   0.276298         0         0   
16893   1        0 -0.607548 -0.659457   0.276298         0         0   
16894   1        0 -0.919146 -0.503960   0.276298         0         0   
16895   1        0 -0.919146 -0.503960   0.276298         0         0   
16896   1        0 -0.919146 -0.503960   0.276298         0         0   
16897   1        0 -0.919146 -0.503960   0.276298         0         0   
16898   1        0 -0.919146 -0.503960   0.031898         0         0   
16899   1        0 -1.023012 -0.348463   0.276298         0         0   
16900   1        0 -1.023012 -0.555792   0.276298         0         0   
16901   1        0 -1.023012 -0.555792  -0.211685         0         0   
16902   1        0 -1.126878 -0.089301   0.276298         0         0   
16903   1        0 -1.126878 -0.348463  -0.211685         0         0   
16904   1        0 -1.230743 -0.141133  -0.456086         0         0   
...    ..      ...       ...       ...        ...       ...       ...   
17349   1        0 -1.334609 -0.970450   0.886073         1         0   
17350   1        0 -0.815280 -0.089301  -1.553844         1         0   
17351   1        0 -1.438475 -0.814953   1.130474         1         0   
17352   1        0 -1.542341 -0.607624  -0.211685         1         0   
17353   1        0 -1.542341 -0.400295   0.031898         1         0   
17354   1        0 -1.542341 -0.607624   0.276298         1         0   
17355   1        0 -1.646207 -0.400295   0.031898         1         0   
17356   1        0 -1.646207 -0.400295   0.031898         1         0   
17357   1        0 -1.750072 -0.192966  -0.211685         1         0   
17358   1        0 -1.750072 -0.192966  -0.699669         1         0   
17359   1        0 -1.853938  0.325357  -0.699669         1         0   
17360   1        0 -1.750072  0.066196   0.031898         1         0   
17361   1        0 -1.750072  0.066196  -0.211685         1         0   
17362   1        0 -1.750072  0.066196  -0.456086         1         0   
17363   1        0 -1.853938  0.325357  -0.456086         1         0   
17364   1        0 -1.646207  0.066196  -0.699669         1         0   
17365   1        0 -1.542341  0.325357  -0.456086         1         0   
17366   1        0 -1.438475 -0.141133   0.031898         1         0   
17367   1        0 -1.334609 -0.348463   0.031898         1         0   
17368   1        0 -1.230743 -0.970450  -0.211685         1         0   
17369   1        0 -1.126878 -0.918618   0.276298         1         0   
17370   1        0 -1.126878 -0.918618  -0.456086         1         0   
17371   1        0 -1.230743 -0.763121   0.031898         1         0   
17372   1        0 -1.230743 -0.763121  -0.821460         1         0   
17373   1        0 -1.230743 -0.763121  -0.456086         1         0   
17374   1        0 -1.230743 -0.141133  -0.211685         1         0   
17375   1        0 -1.230743 -0.141133  -0.211685         1         0   
17376   1        0 -1.230743 -0.141133  -0.211685         1         0   
17377   1        0 -1.230743 -0.348463  -0.456086         1         0   
17378   1        0 -1.230743  0.118028  -0.456086         1         0   

       season_3  season_4  weathersit_1    ...      hr_21  hr_22  hr_23  \
16875         0         1             0    ...          0      1      0   
16876         0         1             1    ...          0      0      1   
16877         0         1             0    ...          0      0      0   
16878         0         1             1    ...          0      0      0   
16879         0         1             0    ...          0      0      0   
16880         0         1             0    ...          0      0      0   
16881         0         1             0    ...          0      0      0   
16882         0         1             0    ...          0      0      0   
16883         0         1             0    ...          0      0      0   
16884         0         1             1    ...          0      0      0   
16885         0         1             0    ...          0      0      0   
16886         0         1             1    ...          0      0      0   
16887         0         1             1    ...          0      0      0   
16888         0         1             0    ...          0      0      0   
16889         0         1             0    ...          0      0      0   
16890         0         1             0    ...          0      0      0   
16891         0         1             0    ...          0      0      0   
16892         0         1             0    ...          0      0      0   
16893         0         1             0    ...          0      0      0   
16894         0         1             1    ...          0      0      0   
16895         0         1             1    ...          0      0      0   
16896         0         1             1    ...          0      0      0   
16897         0         1             1    ...          0      0      0   
16898         0         1             1    ...          1      0      0   
16899         0         1             1    ...          0      1      0   
16900         0         1             1    ...          0      0      1   
16901         0         1             1    ...          0      0      0   
16902         0         1             1    ...          0      0      0   
16903         0         1             1    ...          0      0      0   
16904         0         1             1    ...          0      0      0   
...         ...       ...           ...    ...        ...    ...    ...   
17349         0         0             0    ...          0      0      0   
17350         0         0             1    ...          0      0      0   
17351         0         0             1    ...          0      0      0   
17352         0         0             1    ...          1      0      0   
17353         0         0             1    ...          0      1      0   
17354         0         0             1    ...          0      0      1   
17355         0         0             1    ...          0      0      0   
17356         0         0             1    ...          0      0      0   
17357         0         0             1    ...          0      0      0   
17358         0         0             1    ...          0      0      0   
17359         0         0             1    ...          0      0      0   
17360         0         0             1    ...          0      0      0   
17361         0         0             1    ...          0      0      0   
17362         0         0             1    ...          0      0      0   
17363         0         0             1    ...          0      0      0   
17364         0         0             0    ...          0      0      0   
17365         0         0             0    ...          0      0      0   
17366         0         0             0    ...          0      0      0   
17367         0         0             0    ...          0      0      0   
17368         0         0             0    ...          0      0      0   
17369         0         0             0    ...          0      0      0   
17370         0         0             0    ...          0      0      0   
17371         0         0             0    ...          0      0      0   
17372         0         0             0    ...          0      0      0   
17373         0         0             0    ...          0      0      0   
17374         0         0             0    ...          0      0      0   
17375         0         0             0    ...          0      0      0   
17376         0         0             1    ...          1      0      0   
17377         0         0             1    ...          0      1      0   
17378         0         0             1    ...          0      0      1   

       weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  \
16875          0          1          0          0          0          0   
16876          0          1          0          0          0          0   
16877          0          0          1          0          0          0   
16878          0          0          1          0          0          0   
16879          0          0          1          0          0          0   
16880          0          0          1          0          0          0   
16881          0          0          1          0          0          0   
16882          0          0          1          0          0          0   
16883          0          0          1          0          0          0   
16884          0          0          1          0          0          0   
16885          0          0          1          0          0          0   
16886          0          0          1          0          0          0   
16887          0          0          1          0          0          0   
16888          0          0          1          0          0          0   
16889          0          0          1          0          0          0   
16890          0          0          1          0          0          0   
16891          0          0          1          0          0          0   
16892          0          0          1          0          0          0   
16893          0          0          1          0          0          0   
16894          0          0          1          0          0          0   
16895          0          0          1          0          0          0   
16896          0          0          1          0          0          0   
16897          0          0          1          0          0          0   
16898          0          0          1          0          0          0   
16899          0          0          1          0          0          0   
16900          0          0          1          0          0          0   
16901          0          0          0          1          0          0   
16902          0          0          0          1          0          0   
16903          0          0          0          1          0          0   
16904          0          0          0          1          0          0   
...          ...        ...        ...        ...        ...        ...   
17349          1          0          0          0          0          0   
17350          1          0          0          0          0          0   
17351          1          0          0          0          0          0   
17352          1          0          0          0          0          0   
17353          1          0          0          0          0          0   
17354          1          0          0          0          0          0   
17355          0          1          0          0          0          0   
17356          0          1          0          0          0          0   
17357          0          1          0          0          0          0   
17358          0          1          0          0          0          0   
17359          0          1          0          0          0          0   
17360          0          1          0          0          0          0   
17361          0          1          0          0          0          0   
17362          0          1          0          0          0          0   
17363          0          1          0          0          0          0   
17364          0          1          0          0          0          0   
17365          0          1          0          0          0          0   
17366          0          1          0          0          0          0   
17367          0          1          0          0          0          0   
17368          0          1          0          0          0          0   
17369          0          1          0          0          0          0   
17370          0          1          0          0          0          0   
17371          0          1          0          0          0          0   
17372          0          1          0          0          0          0   
17373          0          1          0          0          0          0   
17374          0          1          0          0          0          0   
17375          0          1          0          0          0          0   
17376          0          1          0          0          0          0   
17377          0          1          0          0          0          0   
17378          0          1          0          0          0          0   

       weekday_6  
16875          0  
16876          0  
16877          0  
16878          0  
16879          0  
16880          0  
16881          0  
16882          0  
16883          0  
16884          0  
16885          0  
16886          0  
16887          0  
16888          0  
16889          0  
16890          0  
16891          0  
16892          0  
16893          0  
16894          0  
16895          0  
16896          0  
16897          0  
16898          0  
16899          0  
16900          0  
16901          0  
16902          0  
16903          0  
16904          0  
...          ...  
17349          0  
17350          0  
17351          0  
17352          0  
17353          0  
17354          0  
17355          0  
17356          0  
17357          0  
17358          0  
17359          0  
17360          0  
17361          0  
17362          0  
17363          0  
17364          0  
17365          0  
17366          0  
17367          0  
17368          0  
17369          0  
17370          0  
17371          0  
17372          0  
17373          0  
17374          0  
17375          0  
17376          0  
17377          0  
17378          0  

[504 rows x 56 columns]
self.weights_input_to_hidden [[-0.09638749 -0.02329858  0.19194756 ..., -0.07880056 -0.3149123
   0.14689624]
 [ 0.06282649 -0.07327807  0.00236534 ...,  0.31866049  0.10599104
   0.11604394]
 [ 0.14000539  0.21514065  0.18811511 ...,  0.03472103 -0.41385696
   0.06476616]
 ..., 
 [-0.03974716  0.2921145  -0.10360911 ..., -0.02401918  0.13363956
   0.14817824]
 [-0.18593061 -0.03568959  0.05466426 ...,  0.09392301 -0.0515582
   0.12643128]
 [-0.09579101 -0.0359751  -0.15657858 ...,  0.20274169 -0.16644769
   0.04903233]]
final_inputs_run [[  2.09965206e-01]
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OPTIONAL: Thinking about your results(this question will not be evaluated in the rubric).

Answer these questions about your results. How well does the model predict the data? Where does it fail? Why does it fail where it does?

Note: You can edit the text in this cell by double clicking on it. When you want to render the text, press control + enter

Your answer below

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